{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Creating the CelebA Dataset in h3 format\n",
    "### Download the following files:\n",
    "- https://googledrive.com/host/0B7EVK8r0v71pTUZsaXdaSnZBZzg/img_align_celeba.zip\n",
    "- https://googledrive.com/host/0B7EVK8r0v71pOC0wOVZlQnFfaGs/list_attr_celeba.txt\n",
    "- The dropbox version is not working as of now, but it you can wget it:\n",
    "    - `!wget \"https://www.dropbox.com/sh/8oqt9vytwxb3s4r/AADIKlz8PR9zr6Y20qbkunrba/Img/img_align_celeba.zip\"`\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# This unzips the file in the command line\n",
    "!unzip -q \"img_align_celeba.zip\" "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "from glob import glob\n",
    "import numpy as np\n",
    "import scipy.misc\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline  \n",
    "import os\n",
    "import pandas as pd\n",
    "import h5py\n",
    "import tqdm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "data = glob(os.path.join(\"img_align_celeba\", \"*.jpg\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "data = np.sort(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['img_align_celeba/000001.jpg', 'img_align_celeba/000002.jpg',\n",
       "       'img_align_celeba/000003.jpg', 'img_align_celeba/000004.jpg',\n",
       "       'img_align_celeba/000005.jpg', 'img_align_celeba/000006.jpg',\n",
       "       'img_align_celeba/000007.jpg', 'img_align_celeba/000008.jpg',\n",
       "       'img_align_celeba/000009.jpg', 'img_align_celeba/000010.jpg'], \n",
       "      dtype='|S27')"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data[0:10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "202599"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "def imread(path):\n",
    "    return scipy.misc.imread(path).astype(np.float)\n",
    "\n",
    "def resize_width(image, width=64.):\n",
    "    h, w = np.shape(image)[:2]\n",
    "    return scipy.misc.imresize(image,[int((float(h)/w)*width),width])\n",
    "        \n",
    "def center_crop(x, height=64):\n",
    "    h= np.shape(x)[0]\n",
    "    j = int(round((h - height)/2.))\n",
    "    return x[j:j+height,:,:]\n",
    "\n",
    "def get_image(image_path, width=64, height=64):\n",
    "    return center_crop(resize_width(imread(image_path), width = width),height=height)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "dim = 64"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "test = get_image(data[0],dim,dim)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f333fe33610>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABHsAAAESCAYAAABtktnbAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nI0mSJEmSNEf+AImKxd9MMEKgAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f3347f52f10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cm = plt.cm.hot\n",
    "fig, ax = plt.subplots(nrows=1,ncols=4, figsize=(20,8))\n",
    "ax[0].imshow(np.reshape(test, (dim,dim,3)), interpolation='nearest')\n",
    "ax[1].imshow(np.reshape(test, (dim,dim,3))[:,:,0], interpolation='nearest', cmap=cm)\n",
    "ax[2].imshow(np.reshape(test, (dim,dim,3))[:,:,1], interpolation='nearest', cmap=cm)\n",
    "ax[3].imshow(np.reshape(test, (dim,dim,3))[:,:,2], interpolation='nearest', cmap=cm)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "images = np.zeros((len(data),dim*dim*3), dtype = np.uint8)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 202599/202599 [09:44<00:00, 346.46it/s]\n"
     ]
    }
   ],
   "source": [
    "# make a dataset\n",
    "for i in tqdm.tqdm(range(len(data))):\n",
    "    #for i in tqdm.tqdm(range(10)):\n",
    "    image = get_image(data[i], dim,dim)\n",
    "    images[i] = image.flatten()\n",
    "    # get the metadata"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f333faff510>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABHsAAAESCAYAAABtktnbAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzsvXeAXFd99n/OzPa+Kqtqe23JsmxZRmBjY2xHi8EJJQYS\nkxBISF5CCiSB5CV5gRACa5PQksAvjZBCeOkvBEKHGBuzxgWDcRXulrXqq7ar7XXm/v6Q2fv9fkY7\no1Udj57PP7rPnDt37tzyvWdH53lOTJIkCCGEEEIIIYQQQojKIHOqd0AIIYQQQgghhBBCHD/0Y48Q\nQgghhBBCCCFEBaEfe4QQQgghhBBCCCEqCP3YI4QQQgghhBBCCFFB6MceIYQQQgghhBBCiApCP/YI\nIYQQQgghhBBCVBDH9GNPjPHFMcZHY4yPxxjffrx2Sggh5oNqkRCiHFAtEkKUC6pHQoiYJMnRvTHG\nTAjh8RDCC0MIu0IId4cQfi1JkkeP3+4JIURxVIuEEOWAapEQolxQPRJChHBsI3suDSE8kSTJ1iRJ\npkMI/y+E8Irjs1tCCHHEqBYJIcoB1SIhRLmgeiSECFXH8N4VIYTtRu8IhwqLI8Z4dEOHhBBlR5Ik\n8VTvw2FQLRLiNEO1SAhRDpRpLQrhCOqRapEQlcNctehYfuw5YmZmpsL1198Q3vOed5+Mj5sX2q+U\nJPian4/52eXM0203XP9X4d3veVcIWDcT8k6HxOt8UmNUjWuLOTxr8twP6Gx6LWcz2XDD9d3h3e/p\nfnpjfG7lsF9e55MZvy8x3XbM1fq2TNZvC7dUPvpt33DDe8Jfdv/F05/rj0c277d9Mjnaa6uqqqb0\nSmVOkgyH7u73he7ud57qXSlA+2WZgZ4wy3UhhBC6uz8QurvfcZj31pXY9kSRtlKPRL7X6qYS+1UK\nbrtqjuXD6VLbmgnd3X8burv/7DDrNh3Jzp0QjvbairH5BOzNyUW1aP6Ux34V3nvd3X8VurvfdQTv\nZV2jtoxAF6sPIfj7+Gc18mfHq1S9KLVf9v3cL9bbUrWqLnR3d4fu7u7DfE6x2nziOZrrqzJq0b7Q\n3f2h0N39tlO9KwVovyzF7pdDbd3d/xC6u99SYt3D6aVzLB/uc+dTL37WL7ohdHe/+zDrsp5QHyyy\n7ZVoK9WX4bb7Qnf3P4Xu7j8KhceD2z65HM31FePiOduO5ceenSGEM41e+fRrBVx//Q3h1ltvDddf\nf0PYuHFj6OraeAwfK4Q4GfT03BpuvfXWU70bR8IR16Lu7veFnp7bQnf3+0JX11Whq+uqk7KDQoij\np6fnttDTc9up3o0jQbVIiArmGVSLQjjCetTd/aHQ03NH6O7+UOjquiJ0dV1x0nZQCHF09PTcEXp6\n7jiidY/lx567QwirY4xnhRB2hxB+LYTwmsOt+J73vLtsR9AIA0Z/5fPpSJbp6akQQggzM0mYnMiH\nyYlRt25V1r83NzPl9LhZf3hw0LVNjftfVHNTfoRMpspfpg0tLbPLy1eeHXIzU2Fq4tAvtrW1fsRM\nPjfp9MjwAaf7+/f4/Rwbnl2uzta7tsUdy51ubluA/cRonSQTYr46PFPp6vI/zL73vX91CvemKEdc\ni7q731km/zss5oetEfuf/ncoHBqVzr5rK/Qo9JNm+R609UGX+l/stWb598x7+kLh/wzxf44egL4R\n2u7nIrRdB30xNPdzIhyK6Dspg3mPO/wx5Prr338K96YoqkUVR7H/If9ZLToYQugNIWzFuo3Qg9C9\nZpmd9s3QrE1t0JeZ5bdgv1iLWNdYB1mLbJ4v//f81dD8z1zu50Q4dExP7Sieo+UZVItCOMJ61N39\ntrIdQSMsxUbz/aw+/OzeeqjEe1lP7PqsRb3QrB/FatEN5vPuD4W1aAf0t6A/5+X44+lyfQfW/X3o\nn4fmZy8KITSEwv7VMwP+MHv99X8z57pH3fNLkiQXY/yjEMJ3w6Fe5MeTJHlkrvU3bizP0Tzar/lx\n1VXl97+P5bhPIZTvOSzX/Tpa5luLyvV/0LVf86Or67mnehcOS1dXQURLWVCO/1tbrtfW0aJadGIp\n3/0q13u+XGvkz53qXTgs5Xp9HS3zqUfl+HwIQfs1X8r3nud/SJUH5Xsej+9+HfXU60f8ATEmMxjl\nIcoTXgozRuem/Tksp5E9lnIa2ZOPyPix6z4DI/GqqmrKOYiwJDHGJEmGS68oygD+b7r1bfN/lcpt\nZM/PKLeRPXNRKuOo/IixWbVInCSK5VPsR1u5jez5GeU0sqfY/zEXyzAqTyqjFu071bshjpliI3VC\nOPUje35GOY3sOXV5hSeCGBfPWYuOZep1IYQQQgghhBBCCFFmaGTPaUw+72eImp72/6syPTE9uzwy\nMuTaJsa8zmAmqoMD/n+89u5L/5e6b9cTrq1v+26np8znhhBCdU2D022L08Tx51xypWtbvXqN03v6\ntjv96EP3Oz0y5Ef6TE2mowBm8v5/w9vafdL50pXnOr3mPD+Uu2Pp6tnlmPUzWSU4Xs8ENLJHnDg4\n8oT/Y241R8Twf9M5UgUh4wM/mLOpQHMiiBbo883yGy9A44ehP+vlQ5/2uher20EAHJzEj7qCM+V9\nFNr+7zv/h0//m36yUS0qZ0rVIltv7kfbY9C8177n5Zan0uWbseo3oTn4oth/pr+HhYq16FNe/s8P\nvPZdtBD6zfI02i6Efil0C7P+fsss83/Wn3mZYpVRizSypzxhLWKHxNamH6GNGqNxpm7y+pNm+RO+\nafyHXvPJ1cFoUluLPo62Na/zegj9IA4Euhfa/knHy/Yy6NdD/9ov4QVbFzkDGUcvlT8a2SOEEEII\nIYQQQghxmqAfe4QQQgghhBBCCCEqCNm4TiNo25qaQojyqLdmjQyk9qqRkQHXNj015vTMtPcZTE76\nIXATo6ldamCvD+Ta8vgWp/fs9sOmR8b8flbVpjaNxcuXubZzVvnA5rFhP+xxzy5v64p5PyY5Jukx\nyuPeyEf/22i2ztvLzjjbeyuu3Piy2eXOc5/l2jLVHGZd/sjGJY4fHJ7MsECGk1q7BG1cB6A51BkB\ngOPGk7AJq34R+jZoOsZsCXge2jjBLXOkb4dmnrstN7ROUNO59ovQv/JmI95d4s3lT2VYJ1SLyoNS\ntYhBp9aKxVrE98ICNuL7Tc6SAKtE+A8vaaXYhdXtdBHtl6DxN6Cfgoajo6C+WNd5Hm38L+PF0Mxv\nfuu1RvwDGp95UyBXRi2Sjas8KFWLaM36z3RxBH4nFojt0OzL2Ld/2zfdvQUab2WPy5aAq9G2irXp\nYS9vQYn0f5X60sRSRDfZcujncdJEm0NdRd8sPWHlj2xcQgghhBBCCCGEEKcJ+rFHCCGEEEIIIYQQ\nooLQjz1CCCGEEEIIIYQQFYQye57hxJCev3zif7ubyfnpvWeQs7N3lzdiPvpT78R8eNNds8v9/d57\nPj7unZQtLfVeN/sciCrjImyu91k3gwd9vs/DDz/p9MiI/x7Do6lrM4u4iaVLYRjP+2mFp8ZhCM15\nc3pNder6rKpv9KtiWxEZG00trU4v7kin8nv5K3/dta1e1+V0Bl8k4caNDTNGOlW9TsKJsY8rs0cU\nx06bW2rKUGqE5ex+v9c22qFUTMa5JbQtP+egjTMnI1JiqN9rG33B5Ju1S0JxeAiInVq5AW2T0Pxv\nm05oaz//W85HymmZ+U2KTc1eaqrkEzOte2XkZKgWnRx4DXJKXRaQf/Py/n/3+kO2DW/dA70aehW0\nvW858y+yLB7/jteM3LCRHIzN2QjNSB4eAVbvZrPM3SwVH9bI4IzLzfKXno/GL0CXmpp9pkjbyaEy\napEye04c9hrl3cFaxA4I8vX+/U6vTRTfJvQJnsCW2B1hjbCsgO6F/hQ060WxJxuTcEahGTXEbdla\ndEaJbZG10LYuLnwSjasYotYJXaw28YhQn5hapcweIYQQQgghhBBCiNME/dgjhBBCCCGEEEIIUUHo\nxx4hhBBCCCGEEEKICuLUmFzF8SOfZvbMTHv39Ni4dzBu7/Um8Pt/fLPTj/30x07v2pm6wjNwATY3\n+zybhppmpxtra5yenEgNpVt3eFdmtgrrInNmHBE1+wfHZ5drJ/y6wyPbna6u8tk3DXW1Tkfk3eRz\naaZPTZNvq6mpxrr+eE9M+myA3HSqb/6fr7u25tYznV5+pneTJsF/VnDHhJk9QpQbDKShF/3vvPzq\nTV4jNiPYUsVbg7k7zIhYCW1zd76CNljqE2T0MNvCppwtRNtTyO9oRjt3EyldYcq8vw1t1MzNaGQE\ng7WMf/gTvu2tF2Pl34c+Mbk7Qpw47AW/H22boW/w8qO+HxT+1svHTdQh71mWosgbdQG0vU+/jbbG\nUBTe87bC8vZnvg8jwIrld4Tgj+Yg2lqhGSfWihCOM2804k3IIPkXhKSFt5XYMyHKHfv8ZC16CPq1\nXr7KZ4ze8WXfzO6LhXk2rE0sTbarg95YwbqlRonYfhJr5DehmWLEEsk6t6tIG/tYzPtBYqvL+Hkd\nu0EH34kX/hN6EXSxzJ5Tj0b2CCGEEEIIIYQQQlQQ+rFHCCGEEEIIIYQQooLQjz1CCCGEEEIIIYQQ\nFURMkqT0WsfyATEmMzNTJ/QzTmeSmdzs8uiwdyj2PvWo0/f95Bantzxxt9P5qSGnG+tTB2REZk8V\nsnBq6nzuztSUd1MODqU5O3v2+SCM6RmfCbFnj/e1Dg37bR08mG6rptb/XpnN+Ou5ptrHUjU3eSN8\nHbKFqrLp9pKMz8aJ+GnUrhtCCDHx67e3pW72hoYW1/a8n7vW6Rdf+2tO1zd3OJ0Y52uMueDJY12c\nrONEVVVNSJLkxGz8JBBjTJKELl5x/LD38U/RhlyML8MV/kWsTjO2NaDzvyiYbcEQCYZM2LJ4O9pw\nedwDk/eTWN2moPFj6UWn750eeuZm2K/FO54+eGZwsL3xbCNWoPEfoTdswguroe15LhX7d2LyfmJs\nVi0SRbCZYfegDVkM/+izDAMirQrix5aa5VI3Im9qbssUlAHEmjFfgqWKyUP2WzA/jDFnzLbohGZu\nhq1l3BY16x4TBi8wy40smp+GvvZmvMBgDcupiSCtjFrElCdx/Bgxy6xFv+3lb/i/we7/rG9+Au9m\nH8JSqv/Bp4/N2XkAbaPQP5nHtlgfWA9YMpk1xP2222M3kfCzuf55ZvlctF37l3jhho/hhVdDN5nl\nEbQxw+fE1KoYF89ZizSyRwghhBBCCCGEEKKC0I89QgghhBBCCCGEEBWEfuwRQgghhBBCCCGEqCBO\njclVHDWMWJo2mT2DBw+4tqmxAafbGvxve6s7lzo94N8eDh5Is3EmJsd9Y9bbAvO4lPr6/Ma270pz\nevYc8CEaWfjeq5EHlM1652Vzc+qNzCfehVld7d+bgXtxYsLnR80gL6iurnZ2uaHR5/nkc37dqelJ\npxsbvEt2Zjr9rLFR78W9+67vO915jneMPvvSF/odz6b7lYQTm7MlxJHBPBabtXUH2vZ4eQGafxOa\nkT82kKJUvACN2bd6+T+mnTkY9Lkz24Lt1jPPZLoWaPrH+TWY0WHjPpajjV+RUSD0vbuN70Tb/4G+\n6Q14AQfQcWIyeYSYH7wO7R3B69dnGRbcXK+CvreI7kcbCwQ/GWXQJtLwY7gpZluwfZVZZsYX6xij\nhliLmNFhaxFrC9MomN/BiDDbnkOeWsubsfK1v4oXHoJuCkKUNza/5Vu+abP/u4CdhA0l8gdtNg5K\nS8loQ9Ybm9ODCllAqX5Sp1lmPagNxWFfhv0imyfGPB/WLX42I9Ts4WQe0qb3er3+9W/0L5y9Ee9Y\naZbLr1+kkT1CCCGEEEIIIYQQFYR+7BFCCCGEEEIIIYSoIPRjjxBCCCGEEEIIIUQFocyeZxj5JO90\nzpivszX+t7u6Ou/MrkX7zkFvAO3dut3p6cnUQDo67t2PkznvCp/O+c96/PE+pw8Opx7GGQQP1df7\n/WrMILMHGT6ZqnT9qUm/rQzibLIIBOLxC9F/9vh46kDPZvy69fVwm+Kn0vw08n+aUyfr8Ij35s7k\ndjj98E/vcXrt+kucrm1Mnaox8jdaBBMJcVJgWoP1pjNL4SwvFz7o9Xex+pegbfnxZSqMw9RNn/Z/\nQNv4H/rBl0KvhKZX3Vrs6TWvgaZXnbk7xFZQvpf7yTwPbrvGmtWfQiMPwrd+7PXLnsQK9qioCyHK\nAWYk2PqzBG2dXrbhhngMq3/FywHTLWBOxgQyNVghWYvsJ6NnUrDXzPxiBoetAYwSYoYP6xjbmelj\nvyf3g7WI7UglcTlnvWhbvNXrjo/hm7yRtehCs6xaJMoB3vWWuqKSnYY+1JNvYnWblcPHOveCH8Uk\nM5t3w1rEe5rbKtYvYm0hfC/7LsWyDrnuglAcZvrYWsTMnm9Dr/8LvPA55lL+glnmtzr1tUkje4QQ\nQgghhBBCCCEqCP3YI4QQQgghhBBCCFFBnPqxRcKRz/sBdDHjf4/LwwI1kTPTe0/76dFnEj+ALodt\nj034QXC5xA+Y69ubTt0+NO4H49Y3+8n2hkf9MOrxGT8QeMb8rjiT9/uVrcKQt+i/Yx7WrOHh1Kgx\nMekHK9bUesNDc2O903V1fpxkJgvrW0O6fj7np1bnvPd11dgW3FRZ8wKnk89N+wGFI8N+qvrBg14v\nbkjnYCywcXEmdrm6xHGBA4H5uGC7HYNPL0QJfwOnA0d7n9kch9vS7sDhzLRaWNcSh/WWmhaUw4bt\nZ3H6Yk4Leg40pwHlcGU7I3Qpy1cLd7zYuGvOk1rsNIYQQuBw5evMsroQ4mRQypRAG5e1lB5AG9bl\nzYUbmc7vH5plb1YvvMfhOC1wTFqmoGnT4v/M0h5haxFtXLQ3cPp01iIeXVuLeCa4Hy3Q3G9bmvgd\nacHtYDEvMJ+sNcusRbwmVKvE8WC+tcj2QGBD5KZQBGiB5KN709xbLqhF7OsUs15xt1gfaPMixfpF\nrEW0gbLfVMw2ysrO/eK2iP2rjMeDtbtgrvrwLegrimzt1KORPUIIIYQQQgghhBAVRMkfe2KMH48x\n7okxPmhea48xfjfG+FiM8cYYY2uxbQghxLGiWiSEKBdUj4QQ5YBqkRCiGEcysucTwcdMhxDCO0II\nNydJcl4I4ZYQwp8f7x0TQgigWiSEKBdUj4QQ5YBqkRBiTkqaWJMkuT3GiHlzwytCCBufXv5kCKEn\nHCos4nAk/E0t9XTmA3NzvOswP+WzXqamfPvkVOpNr632E/COZb1vcCrvvaT5xOvRkRGnx3Opc7Mf\nhs+9O/b7bU965/biFu/cXrAwzcLZvmuXaxse8UbVfL3Pwmls8IEUGZN/s7DB/2fF8JB3fU+N+2Pf\nVA8vZULHeXo+Gur98axGllAWbvXGBr/tevM9stXebVtb72+96mp/gLdv2+T0osXpdMexxh+PpCC0\nh7oyUC060RSbSv1w7Uys2GGWV6DtUS85TzlzM2CYtp/0AFa9E5qbvgz6WWaZU5kyIoK7xSmJrZ/8\nOSW2xf3ihVyM5dD07hdYxBnKYYONuC5N9AUb/zD0K8xyqZyMykX16FiZz7XCdVl7qG1OxkK0NXnJ\nmxxdAkZY2SrIXIfvQDNT4lxoWzNuQlsvNLMtWBMairQx54xHi7lnxaZL5n6wJhLuS42pN50MEuHG\nGQAUPgRt88P45tMH1aJjhQ9F+7Tejzb2g5pKtN9vltf6psW468eKyoKawDwcy90l9oq1yN49rEXs\nuzALhxXWHs3z0MZ+ETN5mA/E/bY5RqwtzOwplT1k/3pkxhHzxAqKfc9XvO56ixErfVvB8+vk95OO\nNrOnI0mSPSGEkCRJXwih4/jtkhBCHDGqRUKIckH1SAhRDqgWCSFCCMcvoLkyhxIIIZ5pqBYJIcoF\n1SMhRDmgWiTEacrRzkW4J8a4JEmSPTHGpSGEvcVWvv76G2aXN27cGLq6NhZZWwhRDvT03BpuvZVT\nnZYd86pF3d3vm13u6roqdHVddaL3TwhxjPT03BZ6em471btxJBxxPVItEuKZR2XWotQe19V1Rejq\numKuVYUQZUJPzx2hp+eOI1o3JknpH3tjjJ0hhG8kSbL+af3BEEJ/kiQfjDG+PYTQniTJYb2gMcZk\nZmbqcE2nDUneD6CanBqfXR4Y3O3axsZ8TkZ9nTctNze1O50P6bYmRydd20j/Dqe393oXZ+/jPhfm\ngft9rsYDj6X79vhT3h06PO5d3TWZ6PQZi72PdfnKZbPLj2z2LvjclL8Gq6r88Wpp9u7JutrUJb7I\nZAGFEMKBfX4/M9E7yqPfzbCow7tPcyanqK3ZH/uWeu8ura/1266p8b+dNram729o9EEYrW3+O00h\nO6iuyXs+r335m9L9WnSmawvZk/MfNlVVNSFJklh6zRPHsdaiJBk+XNNpBL3CtkZ8D22PQa+Cvhja\n1p8daEPSzsw/ev0lrP7XXn71p+nyx7EqPeCccuQXoa8xy/+ENnq86dteDW094M9F273Q9KYz6+IS\naHs0L+B7z8YLjKugqd5m+NDoTlM9Dfo0ul9nk45OzX/cxNh8ymvRof2IneEo6pFqUQjFM8DYgWUt\nYjzJs8LcPAR9o5dbvuE1CkwOtehfzfLnsWVm4dRAMz/sJWb5M2gbhG6AZsaEzc14Ntp+BM3aQ305\ntD1TfAow74f5HVlGmtjYEmaLsdAxPIin/Y0fM+IVaOQHnxgqoxYVS385HWBmz5Nm+T/RxtRA3tUv\nLLKtnWj7ey/fhZQeRFT9O/LFvm+WeY+zutLG0wl9tVn+b7QxC4d9Gd7G9miyPnA/eeQJS4K9Upk7\nxLhBbps11L6f9ZTficez5Uq8cJvNP38bGk9ORk+Mi+esRUcy9frnwqEMzDUxxm0xxteHED4QQrgm\nxvhYOHRlf+B47rAQQhDVIiFEuaB6JIQoB1SLhBDFOJLZuF47R9OLjvO+CCHEnKgWCSHKBdUjIUQ5\noFokhCjG8QpoFkIIIYQQQgghhBBlwNEGNIt5MDnlM4t6t6QpE7v6nnRtzc21Ti+F4THJ+VOWM/k/\n44NDrm33ji1O9+3yORo7duxy+rHHt/n196QuxVzO58I01nrX5rKFPt1i+SL/PaYn0iCIHI5HTcZv\nq6bKWw5jzrslF7SmrvDWFv85NdkF/nOnvel7fNxvK5/z+9Kx2DjO8bm19d6BX1/n97up2XvEWxYu\nNm0+RKO62v/OOj7gs/P27/FZTgMD+2eX2xavCB79ZiuOFGbppOH5YeS/fFMTXcy/Cc1ABZs3thlt\nCMJg7vd3vLzjp17b1emdXgl9NTT/a9MmpXBbjLqhZrbFBrPM6Bu+lwktzPeAHT+sLxY5wWAMZvYw\n2+LcIm00uu+B/gn0dTbbSZMtiKOFd8C708Xxr/im+jVYlwMZRotsG/k/e5HRczPe+m0v/wPNt5tl\n1g/els+BZi6XzZ9gRg9zMZgfxs+29YdZFsyuYC3iLc9tP69IWwe7H8z44mPkOUXaWIvwHHAHP4QQ\n3mhr0XVBiKODteid6eKD6JzwJmd3vCA10PaFkFjzVWT0oPb0oFPwdWzZ1g/2xngrMYNmAfTDZpmx\nfS3QvOWZ+GRvcR4upquxnnBb3Be7ba7LI89jwK6PTVtqYUcSBbjf/zkd6lCLasLXjPoDbKxUMtGJ\nR38lCiGEEEIIIYQQQlQQ+rFHCCGEEEIIIYQQooLQjz1CCCGEEEIIIYQQFYQye44DSeLzbHI5754c\nHPB+0LGRVK9c5t2QB/u9e/qR+3r9tuHh3G1ydx556FHX1j+w3enlKxp8+75+p4eGve89n5+ZXW5v\n8QbGZ62/wOmzz/DOzMED/rP3HRiYXV62yGff5GbyTi9e6MMqslX+eDY3pTk7a1Z70/eu3T77pv+A\nd8JPT/k8oIBz19xUP7ucz/n9qq72761v8D7MlgX+GCw7I3WIZrI+W2j44AGnZ6Z9dlAG6SCTE6nL\nPpfMuLYY/bnJJPiO4jRiBnoEGvkV4bF0sel1aEOwzt5ur2m2vsUs/zPaHoBmkA7an0SzLXsXou1d\n0Au5bV8Ww04TW8R8H36ly6DpvLbVp/7XfVsnskD6EIzhE9YOwyqzPIU2mtGR7VYQ2vECs1yDtqeg\nGX/C8BCX+8Tri12KU+9VF6eKUrXoe9CmCNT/Ctpu9PKhbq8ZQmOzLz7im3qxG50I2xp4zGveHrYW\n8TZ7G/QG5EDsRWTavWaZeT5I8wjPhmaGj82jWIeNnYHcrXu9LMjFyEMvNd2XZBKNrEXLoRnS8Ytm\nmeXhYeiSRXKrWeb1xlrEdnH6UKoWfcrLIZPTw5ucuVFf+gFegL4pXdz2Ld/0TbyTtw67Tduh7aOa\nt+FboJkfxs+28VjMG2SeYCc0+022nrwGbXdCo9wW5CKyFtmuDveL72V8GI9Bi+0rMsQIRZI1sha6\nZsoUrxquvQj65P/0opE9QgghhBBCCCGEEBWEfuwRQgghhBBCCCGEqCBk4zoKaNsiMzN+cNldd/yP\n01uevH92ubHB/952cL+fTK5/rx8Otm+3109tSQf2ZbN+W8+74iKnV5+zzOlbev3U6y0tfhzb6jXp\noMLmJm83u+RiPyCurdUPKh4c9N+jtzcdDL1s2YBrm8ZU7CHvj9/kpB/LmyTpoMEF7d6aVlXl/Qzt\nrX4yvoMDfrz3nr3eYldTnd4SNQ3eTtZQ58cct7b4wY5Nze1Ot7Sl+5JL/ADDBFa/gwM7nY7BX2NJ\nPj1GU9N+0GRNVYHPQpw2lBqajuGkD77R6y+a5ZUP+rZHsKn7oTGL6H+b4f0cnf/Sl+AFzOI+hbG+\nq4usHs9G4wehL4CGjWvFl9Pl36efgXYQcgDajjGmXQE+i6XwgyyFZWGzL8d+HlGOq+Z477XQxaZe\n55hrztlKKwXHRrtrjlPWcg54cfowz1p0x594bZ0Uy3Gz3I1N/dDL+70jPXzBLLMWvYdT7KL27Oj2\nmrXoDWa5E201eG+ARawDnoUXfyldvhrTjNMIQMsCvrK/jeF1bfHdpNAFn+x61B5aLaxHJLL20CtB\n2wunV7f1mbWHtWkTd4TYN+xHG4umOH0oVYtwrXz0vV7fYJbRvd4JKyYfl9TWLsWe+p9DX4UVbsZN\nzy6GdSHvcAVLAAAgAElEQVTxtnvey/AC5l6/GP23R+9Ll3nbsRaxm0Tbvf3rj+XiSmiUyALbLMIE\nXLeK3RyWInYFO2h3tzvDBwVqUTW+JO1l7iB1bEUjbVwnH43sEUIIIYQQQgghhKgg9GOPEEIIIYQQ\nQgghRAWhH3uEEEIIIYQQQgghKghl9szJ3NNXZ6Jvy+e98Xhk2GfM7NzqQyPiTDod+IE+PzV43w5v\nnt6xxc/XOzrkP2vJwtSleP4Fa1zbxZd6x+JEzjsv6+q9kfuVr/RzFp97Tmr8zkR/qaxY7o3vNXV+\nIrr+g95RfnZn6pGtzvo8mqFB5BLt9RMM7trlzZIHD6bTqzfiOzQ2+gkIG+r8PMKtLb59YsKfq5aW\n1BHa2uy3nc95H3BLm884amj0urY2Dd3IZ3zwRQ2OwcEDPlto/z6fazQ6nB7PgX7vN+5YBkN+ZMhG\nLKIO/8rPSELxfCpxqilhNObknZjB2P3cfx/aYJbejLwJTgNq7c8dv4rG90H7SK9Q4y//cMUHsP5v\nm2Ua3+Ob8AKM2eu+6/V1dh5ieKn3I7wCvvaA6dSdQR+e+AJN8zrM6qv+De3WhE9jOwM8GCyyArqq\nI11uwjWyBvphZKhh2uYQHjLLnD771Vy5BPPpgmjq5PKG55K16B4vv4Jm+6hG7Rn/vtdf9DI8AW0T\nBX+F992HobGbjHX4Xc5hbDN++N+ll3bghU4vp37s9avSxRqU8g5kjTGnaMVNaLe1iNFZrEUIt1iI\nenwuZ5O2tYgZPDzNDMrgZ9tuUg3a+Dhjphrr8YzJmaviw43hTPpzp7Iodj7ZxqnWcSH9i5cD5s8u\nTg3OLsBt0JPQl5nlN6BtDbMMEfizHNEv77wc6/+pWUZGYHgxixPuh53bnFxrctHWMkuL+Y3f8PJR\nlDWb+cXyy/LBfuQqaOYB2XLCbY9xW014gaFHtl/F2oNjsOo7Xj+KPthC29W+5mtFPiiEELhjpWpT\nsfYj6xdpZI8QQgghhBBCCCFEBaEfe4QQQgghhBBCCCEqCP3YI4QQQgghhBBCCFFByMT6NAlyS5Lg\nc08yiWlP8q4tn4NpOfHOwTOWtzv9wE9SY+ZTT212bWOj3n93cNjnJ6y/8DlOX3JJ6ghd0ObzaKqr\nxp3euqPP6dVrzne665qXO93cmAY/1FR7c3V9fb3TMeN/N2xq98cgl0udrFVZf6xHh3w+zZ693rja\nstCfi/170+NZX+uNltPT/ng11Pv9zuKKz1b7TJrpmfT97QvOdG0Dgwecbmr3/vy2du82rWtIjfHZ\nWv8dxsb8frW2eT/tSL/PGjq4p3d2ubnNpwosXoScgBqf4RMLMnn8uYrm2rbLIYSQjzTvihMPPbjU\nNBdbGKAAfhH6r83y531Tny9ztJOHa8/HCx80y/RGN0P/N/RvQb/x9XjhYrPMQAq6vPlY2wBt/ftt\nvmnRT71+2ee8PvdBr22eDXdrGJoGc57GWmj7/vVo2wTdCc3cDLcCzf1IJTgPuUXIDQgDj6fL7chh\nCdfxg8F8vOmlMmDEqWdmjuUQCnMy0P4iNL8jXXwIUWPMdXgK+k+h2822Cu4FRNyFb3vZ8XK0//2l\neGGdWUbmV0Etwk1e80Jsyh4j5DisusvrqxBc9Gx8lM30WYA21iLWKpSEZmb22O4caztDTVirLoRu\nsv0V5IgsQ1DRBUjhwHURbjfLXXyovAKaX7oUxa5t/el08uExL5Z7wmdFLzQuWlyz95luwGfwzlHo\nQej3Ql/zMiNYHvyfZKEXz9o/wurhThavPzTLTBtjkB9q0Qrcayt2GsFjjWy+Z/uQnrUf8s1rbS1C\nPljwEa2hjUE7gH+B2LdfhTrX66NiQ3g+9G9A20Al9sfQNQzIV2r7Otq/ZJav/HffVs8sQ2b48Hhz\nZ4r1i/icPTwa2SOEEEIIIYQQQghRQejHHiGEEEIIIYQQQogKQj/2CCGEEEIIIYQQQlQQMp7O4rNb\nQoR2WSa+bXLcG6L379nmdG018lpGU49dfsYHY7S1tjg9isyeVavOdvr88y4y2/VmyN7t3um+b59v\n33DJ1U4vWuQ9zTVVrelyDbJvsv47JThcmSZ/aU1PTptl78Ksr/O/OTbUtzrd1OR1bjp9//iY/06T\nk95Rm8n4/Zwy+3EIv58jI6nXNx+rXVttgze219Z7/2zH0mVOJ+b9uejPY95kGIUQQm2tPwaISAp7\n96bnsqrZ5wQsWt7pdPsiv59M7OEL0V7rBSuLZxY7oL/m5UI0m3iWHDJ6lsIPvZR+aPqfr73ICPjB\nv+qv//AjvPfd0AV5C9aPzuwFevdLZRztN8sH0EafO7zVncjssdEAe/BWbroaGt71AnrNMssWzyMz\nOuKv4AV7TOjxRr4Bt828pTvN8jUIeqrheUNGybwye0T5wfPDe82yGfqzXvK6Mt0VxjishWZmT/vL\n8MLvHX67IYQQvgnNWvRB6MAQHxvmcKy1yNbrnWjr9LKlBc1DXttuKGK3Ams3axFrFek1y1m0MYuM\n0SFnX4QXiuRPIO+yoK4xR8PWonPu9G1n3oGVWZsIr+1iORni5FMqy7CqSBuy5cb/xWvk5fWaZfRc\nwrnQfIxfw2v2z80ygw+/4SWbX/oGvFAQbniFWeaNx1pEWqFtEWAfAQdo7Y+hsbrtUuBLHcAtzorI\neDGmFO2zAs+QM1jnWJuuhrbv54ks1X8j9rlyCdp+91t4YV2YH8Wes0eGRvYIIYQQQgghhBBCVBD6\nsUcIIYQQQgghhBCigtCPPUIIIYQQQgghhBAVhIyoTxOZ2RN8gEUSM3OuOzS41+ktTzzg9IHd3otd\nlU231d7uTYetLQhMyPsQlRi9d6+2LvVSjo343+727vGmwyTnzdadZ61xuqbaezzralO3ZCbjt02d\nMLQH4S8zmTRnJ5v1606M+cyI/Qf6nN63z+eQTE2mps+RoUHXNjTsfez1Dd7n3rfbn6sk72+B8fG8\nWfZBGUnGf6cE10E+5929YxOp73V0YsC1TSBfKTfljazT0+NOTx5Mj0l295OubdEun+PUiEyffOL3\nu6bOu2QzmfQY8DtleFrFSaBUWbY1gOsigGLbf3l9L1Y3hujs+WiDD/u5t6Kd2Q1hhVlGZg/iFFBe\nQ7jo+XiB/vNOs0yXN3Upf7O99xrR1guNzKO70GzLD9/6JDS/Eo8nj4nNAOpDWw6a72UOT3gsXZx5\n3Dft87LgrTTR28cKD/0LP44X6E3nxpl5YjdYKu9EnHqK1arbvfzx972GtKf3QjTVr/T6RYwmYy1a\nbJa3Ft+tgkvyWgTmhUXQdmd4TSLbomQtsu9nxgZq6CPI6GHWkM2reAJtDDlilgXOBSPCxk2dq2ct\n4uEqgPkfvenifhQuntdBaNYimwdyC9r+17/hhYuheW46oYvVm2PP0BDzhcecN26xZ8cXvPxrNH/X\nSxvPsgqrPhu6oBs0Cm0zfJD7MrDF64Ir7nf4wrOgbabgfPtFrN12x7kuiij7Lt+GNplhj+MWZ7eI\nKYnsKrKH5moT6kHB6BX2i5jL02uWN6HtEWjkoLEMDpn2NZ9C46s/4nULc+B4LjqhbVjZ0dUejewR\nQgghhBBCCCGEqCD0Y48QQgghhBBCCCFEBSEb1yzer0KrVt5MTz017afN7t/vx3dt3eyn500m/Li+\nJJeOwW9qqHdtixf66fAa6/zEc4MHvQ1px450UFwtpkcfHfVj3Jpa/LaXLD7T6doabynLZue+PCJt\nXQVzdntdV5eOp8tX+WN7cMAfn337ve2t/6D3GUyMpsOZR4a83Wl42G8rW+3bZ2b8EDhOIW+P4dSk\nHyZaW4drAlarg9jv4eF0+PLQiLfUDcN+Fqb9uZqc9Nuemk4/u35ov2vbu8MPjOxYssLpkVH/PVra\nFjvdviD1l8QsxpkW2PPEyYf3oT2fHEx6o5dfQXMx+08n2i6DPgMaLoOw+zvpMqfv5vD8s6DDa6Hh\n2yg6jSiPTym7T6dZ5lBwjE++BxOveoeut0DRLkLrBHeL80uz3Q7/5vBjHl/OD8vvsdtYQEpZPAin\nILWliy6skZu8bqLXhAeQF5mdql3dk/LHnqP9aPu6l5h5vZh9sJ7TFz/HyzWL0c45i00pKpium1Ox\ncy7lcB00L3IaCyzztRp2mmXu6Pe8/Ama+Z3t9yp1j2PKYs54zm9Rb91pnN6Y54JWq234cCt7sS49\nHsUspGznezfDELKK3pOHoDdC/4JZ5vNHNq6TT6mp161Gh2Mvnkvv93In7D62V0D3NWcZXwF9j//z\nMFxsLT24xXlbngcdnncOXqAVkTXDwruYz9Ni/UoeW9wr6GbuxOG25WePbyoov+zBluoW2W+cQy1i\n97amRPfY9dkYcYD+Lf7sKthvewmtuRuNn4R+80eL7EgIIfwy9K+bZdqKj6wWaWSPEEIIIYQQQggh\nRAVR8seeGOPKGOMtMcaHYoybYoxvefr19hjjd2OMj8UYb4wxtpbalhBCHC2qRUKIckC1SAhRDqgW\nCSFKcSQje2ZCCG9NkmRdCOHyEMIfxhjXhhDeEUK4OUmS88KhHPw/P3G7KYQQqkVCiLJAtUgIUQ6o\nFgkhilLSFJ8kSV942p6WJMlIjPGRcChQ4RUhNbl+MoTQEw4VlwohmVMNDfu8lUFkyowc9C7FCeTI\nTE+lAQu1df4UzMx4w+dZZ/nsin37fHjDE5vvm11esmSZa6up42950InP+MlE746M0eTuILolclvR\nZ/Rk2WzmHJye9B7D0VGvG+q8J7EK/yExNpq6Og/s98d2asofv9p6vyNT0/6zZmZ82MXyFR2zy3XV\n/r111f4gDGOK+AO7vKlzxFwnB4eQ2TPs96Mq4yc7bWv1WU72mhnY56+vtgXbnN69zc8huHe/n/p0\n+co1/v0taUBCNiKzpyCL6dRx+tYiYq8dZqLc4WUvmpmTYTMPmJPBKUR/CZof/QmzfCXa5v1/iqX8\n5kfaFkJh3kKxnBF40zlFMeM6bAQNPd+lcnbYzuP9IrPMXAxqmv/vxTTN1hLOrA++twH6Ami7aU5X\nynUv/k+v9yNHYxGDNmxuRrGcplOLatHhuMfLcdwQvO42Q9v7gdc3gxwYaXAX9GfMMmsRt11AqSmK\nrS6VlzCfPDEGm/3US+4353w2YRijmDaYpWYpckVQLQpKkYuvQd5PgWYdvBna1ptS2ULsjjAwxX4x\nPo84S/WqD3m9xfebwtnM8LF5YuWbH3b61qJi9x76Qbg27kBGD+88+xceH4eMjboCfZudiOMc/0C6\nXH+5b/N/gRVe7oV5YZ3Qxa7L+fShQvBZMKwY0Jd4uQJTr+8yf3Iwo4fHj9+ZtYd7Yg8h/87McKp1\nxnQh92yvyfxh2eIjh/FhzHKy+3k36utzEV8XnvVfXjOy53Wo/a4AM7PnyGrTvDJ7YoydIYQN4dCj\ndUmSJHtCmC02HXO/Uwghjh+qRUKIckC1SAhRDqgWCSEOxxH/2BNjbAohfCmE8MdJkoyEgrEeBVoI\nIY47qkVCiHJAtUgIUQ6oFgkh5uKIxv/EGKvCoSLy6SRJvvb0y3tijEuSJNkTY1waQtg71/uvv/6G\n2eWNGzeGri5OcSiEKDd6enrCrbf2nOrdcBxrLeruft/sclfXVaGr66oTur9CiGOnp+e20NNz26ne\nDYdqkRCnH5VZi1KLW1fXFaGr64oTur9CiGOnp+cHoaen54jWjUlS+sfeGOOnQgj7kyR5q3ntgyGE\n/iRJPhhjfHsIoT1JkgI/aIwxYS5KORKZ0RO9zptBUMMHvevw7h981emH7vEGxh1bvSFvZHRidrmx\n0fsqqVeuPMvp1hbvFMwbx2PHIp/Z0z8w4PS+Az675Zeve6PTS5ad63TGGCJ5mURk9EAGXldWJfBV\nTk9MOD025rNwdm7zXupHfvrg7PKTjz/g2sbGvGE2D1/v8Kh3gC5b4Y9nW1tqwB0d8i7NmPXbOjgI\nc27eO3Dzudzs8tZt3h8+Memdqpnot33mSj/itqkxzfDJZL1Zv7HNh4HUt/nwle07fcbPxhe83Okr\nN6a6vpnBIumZq66qDkmSnNIQn2OtRUlC5205wt/g6U239wtyMgZe7PVH8NbvQPea5TPQRv0SaOYn\n2NgpeNPDA9DMV3jrx/DCr0PbujifTI3DrT9TpI0ZPo9B/7OXd30jXf4kVt0FPQ3NfIoXQNv8Gxrf\nmdfBPBRiPnsc1wBjnJgjsPRSvNBplmm45zXDyIFvQn8WuuNuI1aHuYixXbXolFDs/wcRkPAIatFf\neJl8xWt7ifMyiivxwkuh575UQnguNHOmGNbwidfghTdA2+CuY61FlgloBjmwFn3Qyw+bjtV/YFXW\nIjCErkwL67etRczZYTQId5N1z3zN2/p9E/M8WOZ42rM2U60WjcwPo/4u9Beh13zfCISUGGJsroBa\nxKdAOVLsOR6CvxC/5Zs+9r+cfOhNvhmlyD0TS8XlMcqw4zy8YDOt+IxnNEsv9MOsRf8AXSwDrNRY\njlJ5Y5Ze6E95uflvvH5/utj3cd/0KLbEbBx2ZRi5Zg8vu1DcFj+rDdpWXMbqMIqMWULPh7ZdHZai\n50CfiXzMh1AH1+Hwhtf9PyNehsb0PBbrF5Uc2RNjvCIc6nlvijHeFw799ffOcOhJ88UY42+HQ0+l\nXy21LSGEOFpUi4QQ5YBqkRCiHFAtEkKU4khm47ojFP7A/jNeNMfrQghxXFEtEkKUA6pFQohyQLVI\nCFGKec3GJYQQQgghhBBCCCHKmyOboP00IMEP40nIOR1jmjvU1Njo2tac5x15E6M+96F/aMjpfQd3\npOsOjru2g6M+V2dl5xqn2xZ6N/vCBWfPLi9ZusLvc8Y7Bw/0e9dhY1O70yH67+ycf8zkCYChPZT2\nDfg/iKoG7zttqvHf45wa755c2NY5u3zm8nNc286d3sW5d98Op1va650eHfe5Rg8/kppo9+3zRvYk\n638bHZv05661tdVpa4kdGPJHbPsef40keX/s+w54/37H4tTkWZ31B3c6t9vp4TGfBdG6wF+vZ3V6\nU/Glz08/qyrx+VpVGZWIk08pb7o9J8/yTe1/6fVvvNdrZOfkfpIuZxBXE2meZmYPMxA67Auv9W1X\n4Dq6wueahbAuFKeYv3w+3vMQij/26OrG8Q3v8/J5xj/9vA/5tvvhKL8TmzoXmrk8xp4/jvOG2LOw\nE3pNkf/GYUwAY3Ry0Ot/7PXlRtPXzhQaeuoZ87T0S3jhD2y+GM8FtTj12HsJ9/D5r/P6TZ92MiL7\nZdhcmIx9afCP8XBmA1ZgKIK9bRchKKOLORc3FnlzCIWDJqrmWD4c88nwaUIbwz8YgOXzBsNbv5Yu\nv+j7vo1fEZlpLevR7mMTQ85Eqt2FVXk0ET9R8C1srgbjf26HZton45UuM1lE3I+JLV7vQowLz/LF\nzOx5l00QKpYPI04OvD9GoO1Fi1r0Rt9ZWfcT37l5ArkyNtYOt0JBes3vQIdfhLbmuUuXo5FhZHw6\nvxCa33k+HEtfvhP6D7xcdbHX/5EGGC59jQ8JXPp5bAoZgi9FWeMh+XuTAcbnBCMEee7Y/7Cw33M3\nNBPVmHJl6wmfGKjG4SkUSWbUffTf8MLreo3gtzqyfpFG9gghhBBCCCGEEEJUEPqxRwghhBBCCCGE\nEKKC0I89QgghhBBCCCGEEBWEAjlmYQoNderCyyALZ+UZ3gmYn/bJBQP925weHU6zXgYHfY7O9LR3\nBo6N+v2orV7gdPuC1AO6YIH3g9bUeo9rx1J/uqurfX5NjLwcmAxxLKTfI5PwN0avk+idl7HKZ840\ntaXe9TNX++PT1O6Pz8qx1U6PjvqMnkcee9DprdvTnJ7te/y5GRn3GT25vHeUL1k87fTi1jRYIIu8\nn+pqf6zHJ/2x3nXAX0M7+1OvbibjHaELWlqcrqvy/vLaca/bWvwxmplO3aq5nHeuVsW5JnkQ5QGz\nA97i5Ro4jX/zb5zM2pwYGKBzY15nd3kdFkA7f/kvoI15E6+GXgR9sh5NpbIXiuUlheCd2m/zTRsQ\nlLHhIWz6ca//2cvNJqeHuTq90JPQV6J0X2aW+Y2Zu0NH+E3Q9lvRI88cjMXQC6GXMvcpHDTLzCdQ\nZk95wyvrrV5eg1Cw3/RhDeu60+VtqD3MgirIt+JFvMheWKxFzMn4Lb4Z+mTVolLZY9wP3g8b08WL\ncC7WIxiDtZzH81+9/IZZZq4O68U09GXQtrdcqhYdgGZmj40yYy1iJBpjnvhECqv5gr1eWYv0p9PJ\np1SWof17h/c4Qnk+ermTr/yab7aRmrw1mNXCrJcsH4KXdhjxe2jcAI3cz4KLkvc8k2SOBXs8eWdS\ns0Yyc9HU1BfiPD0LPYrfxFsZW/R+Lx8z+W08N6xFB6H5HLF/MbN+NEKzrjGPcKtZ5tHiWRwtoQs6\nUm4N1iJmWR0ejewRQgghhBBCCCGEqCD0Y48QQgghhBBCCCFEBaEfe4QQQgghhBBCCCEqCBlP5yBC\n593vYj7HJGZ99s34pG8fn/DZLplMetir8N62Vu+FbKz3uqV5GXTqB62u9o7nTKbG72cVdAbZOPjp\nL3FHgRlG84PH07ehNfE6j4yfvDn+SdbnJ1XV+/yaWnypPDJoJia83tOXeiN37vUZPcPI7KmhyTP4\n9gXNqf+2tcW7OBe0ekfoTM5/54Fh78UdmUidwf2DPtBgatJfX+2N/ppau8a711ua/HUyMZbud0Or\nD/uI1cXOnDg5sEwX82lz3Se93INmew0j1CDLPJUz+FHPwQs2nYGebrqYuZ+ldKk8i/lQ7LFX6pHI\nY28195H++hX4KGxrn892s9kYSP8p8IuXSrOxFvDz0LYedX8ceT+00Pea5QfQRo/8euor8QKDNdzW\nuafqrjyzYJbATi8ZfmFqEavFmaUCV87hZ19slkvVIt49tdClcr1OFqUySyw49hEHaEWv1xnc9Dg3\nt5rlH+KTmJPB3B1i94S3P+94VlvWPbubiJwL/dB8fL10OV7ohHZbvAJtvKbEqcfep6w9SE2pwUNv\n0F//ttyw1FwCXcN8lau5XzafkO9eAs1PK3Wd2Wfi8ewjFfucw2nWyCL5SYtw421AgFiJuCCb08Pa\nQ03YbusN8wVZL5heyseXrVWMRBuE5ll/PXTh88z241kVj6xfpJE9QgghhBBCCCGEEBWEfuwRQggh\nhBBCCCGEqCA0LnoWWonwO1hMbUxJxLoZrFvlB3zt2+cHcQ30pzacvXv8VOAbNvih/md3+oGtC9r9\nALDqmnTAYVJgWfI6W7DfXh6bUevoSfjJ0euI4Yn5mXQY2/SMtzDN5LFuHlOJZ/wlX1/jLU+jw6ml\naWLcT3GHTYWJvD+e/QPexvXUttQzc8E5/rwtafP7UVuH6eUb/Lj1rTvTQYP9U34Y39IVfujnuas7\nnO48y7dj1vcwPZVO3Jyhl0+UOfMcuvsjaOPRuR/THW94PtblbOkFUxrbIcfcLw49LTVd5Ikcknws\nn8tHpp30HFNLF5iaOEE67CNLvI3LDlfmkGFOA8r2+6E/b5bfgrYOeCnqF3j9XHgnpowVkDaujdBX\n0JfxKugCz4edbLlc7DMihfdH1RzLIZS0S6EW9Zpu0m145+s47p3X0aI1eME+80pZEDhAv1yvu1Ld\nddvPZO1B/Z2BbYuWdJwqWwJohWBlZ22iDfTrZvk1aKNzmNYKGGGdvZXfmE+n34IOvwRNq6D7pvpT\n6dRTqr7Y2jQfm1EIm6eHnLY2nE1457u5W5xNfQXt7fYhWGpK83K9zkpZSHn39ZrlEhOis4BwznM4\n2/qMo2lrKA7/mmGKgbXK02HO3aCtiy5Q+zhjf4z9ostLtBdiLdBH93zSX3ZCCCGEEEIIIYQQFYR+\n7BFCCCGEEEIIIYSoIPRjjxBCCCGEEEIIIUQFUa4GwTKAGT520WfKJNGHuTS1efNvQ0Or0/v2pt5q\nZvaExPvHa2u9Py+b9afM7sv0DPNpEDKDHCJOeR6Z6ZPMneJTsG4J7DTuCTJ58on3j+fzyOGZHHZ6\nfDh1RI5PeP/nxITP2Rkf8V7c3KQ3iC5s81O1X3JR6hofv98nUkwnuF0w7fv+/X6yz7696b40NXhT\nfA5hFY1Nvn0c8x9v251+z7Fxf/yaWnzuUBPiUDIZnxWSJN5VnzHnpioL836iqdfLm1JeaswLuvwr\nTm4yOT134p0b+FEtNXiBrmb72cyvKTU5eKlcjfm8txQzcyyHUHxq9RAKvel2SszNaKOj/EloX6sC\nrP7vMvdxH1b1FbGQn0DbqZPPQtsvYM5ietPpc7eZG5hMu3D2Yn4Ys0HwiPJ+9FLXjDj1FMu44n2J\nZIIVP3DS1p/b/ZrhdYiYCciVKp4Bxnu2eH5HIfwe8/nO86HU57AW7YC+xyz3YlOYDJil6QA0wnP+\n3CzfgFV5C/PoshbZ88zcC8LywVp0S5E2TuuexQzQBbWI15iD18ipypQTKcXuNZ4fPEDDWqdWVf/Y\n6cdMF5mZUwWJKQyWCq3Qdl+4H+xDlcrwOZG1qNg07qw9zOG5B/rLZvlW37QNN9oTeCsDb1Z7+Rbz\ncPhrrMrYrYXQzBi0ZZDxgZz9nO3MJnvYLLMmMnKO9EMvLOjg2d8FFqFNU68LIYQQQgghhBBCnHbo\nxx4hhBBCCCGEEEKICkI/9gghhBBCCCGEEEJUEM+ozB5mzBTk6pgsmAQGXKbPcFsJPIp55NXkjGdu\nJvHrZuBnTKJvr673TsJd+9Ocnlze7wf13t3ea91U652D40lq7mtp9ebR5ox3LGYyOF6ZUpk9NmfH\nt/H4FJwZ5PAk+XT9HCybI0ODTvftesrp3s0PO92/Pz0mU9NjweP3q7nJe2Lra7xRuxq5RpdefOHs\ncscif942b/cJFQOj/ry3NvqjsHVXaoR/Ypv/jgMjuIayo04PD3k9OpJ+VkuzzwoaGRt3ei/iUmoa\nfGbBmau827Sh1WSxZHlfiMMzn9JZKldnvlkN1vddKo8C7mEYj28q8ikFL/zYZ2mFS7+OFWxmzWVo\nu4IVx5IAACAASURBVBi6wPkO5uPH547Ox+dODz1d3Z/0cu+n516dp4LQBL4UmqbwD6eL//Ql7MZ3\nvWauwHnQNqnpE2jjexll8RT0drPMXIxe6BUMgmIMzyug27nnFuVkHB3Hs5tX7ByUOj8+j5BBBneb\nZeYhFLzwfeiF93q9wu7LFViZtYe6FrpY/ZhPhsbh2m2eHuvYj6D/1ctv7PXaHsBSoV6d0IwZQRF4\n3svNx6LsfwNvZZIQM8BuNstfQ1svNM8MU8/s+iyvSCkKfdixpaxNvwHtrptSuU7iEPN59hb0OEq8\nlw9Y3kv2HHHd3uLbQnjUJhPmwhERqGL+gg4hhHNQnC62eTbXYeWXQZc6fsX0fGsRj3+x9e+AfqeX\nn9vmte1Y8kZkNhaztFqgfeRoeJ15bqxAUNeNeCvjf3gu7zPLiC4M/MtyOzTrnP0sRsoxT4w8DH1V\nQf22ncWje55rZI8QQgghhBBCCCFEBaEfe4QQQgghhBBCCCEqCP3YI4QQQgghhBBCCFFBPKMyewpy\ndxgx41ZAHk1BRk/x/J8EmTTDg6mDL1vl163NeO/j1ic3O717lw9RmZ5OczQy+NyBA95leO9Pfuj0\ng/d4H/fCZStml888a61rO/fcDU6fcdYapzONMEfW4HKIcywHHusQpie9w3Fwf5/Tu3c/Pru8fdfj\nrq1vlzd1Dg/6fJvaKr9f9XXWye0dtCMj3uy4a9sWpxvqvQt86ZIOp5tb0uCMVZ1nu7a2Vn+8tuyC\nazPudnJ6KvUQD434vJPxEX/NjE34/a6u9t951dmpUXVph88hysDUOj3lj0keIUlTU/5cJUn6/lyO\nWUI1QRyO+ebuHO26h2u3HnBmCayA/msvYSe3Vx2zWgrCXP4SuvHHXj/H6JcjGeaia/Hmt0KXyvAp\nBo8PQqsK/OYfTxe34IDcilUZWLMQGrkjjq3Q9PYjJyBshLYhFMiT6LjA66u/iPfCJ2/PM3Mv+qBp\nsWeUkN0V7jKvoQSRSJHZK4xWWFEsT+lYrpHTifnWl/nAbdl7i8EvOF/j3V7jfigWM9OHi3Lp27EC\nIiTCCx5Ml3/5Qd/2eqwb/xwvrINmuJZ9vpY61juhkVIz9fl0+SbfVFAvGCrRAL04zA1rEcNy+BWv\nhDbhXNlf8k2v3OR1LwoM/0fZ3vLcLWpmbrAWvdosXx6Kw1KzdLLECkWz3ZThc+wcSz5NCIX32qNF\n1sWV9T3/N8heNNveOTN6mKR1zr95XQ29buVQKt6EftE7P4utfRSa2YcMvZsPj0J/ysst/54uf9w3\nFdQm1qJGaFuLGIGGPtUB1LmFLBjPhzb9oqsRSbkaXb/v4K23QJ9llnn7s/awK8jya0smc8oOQPOQ\nFGTUsRPmniMFlYwrHxaN7BFCCCGEEEIIIYSoIPRjjxBCCCGEEEIIIUQFoR97hBBCCCGEEEIIISqI\nZ1RmD1N7EuokDZZJ8gyZ8TJGvteb//Iz3kVXnU9dnHHSm3137vD+z/vv6HF62xaf7TI2nOa3rDln\npWtbu9rnxLQ2eWfgvj17nJ48kHr5HtjpP2fP9u1OP/fyq50+57wLna5rhCO6Ks1riRnvXM0gtGds\nyPsIH77f53k8tSX1zc/kR11bY4P3+i858zynOxb5cIvqqtTxmIs++2Zy2ufRHNjvnZe9W7zzcvNT\nPtNn8eJF6X41el92w4zP3Wlt8u1nLl7gdHtj/ezyzIw/XnsHh7zu94kFdQ3+vC9bln7W8o5617ag\nxX9ukvde5mzij1Hfdm9Q3mcyk+obzvTvbaRjWRwe+sdnirSRUl70CehFZpnnB57vv/J5TaPwR1tr\n8O9wt94EfR40zevWmIyooLDxG17/AbMs3gd9VpgbHi9mucBQniDwxsRkBF+KCs3WV0GvOgcv2HPB\nXAdkej3i7/nwZaz+GWhr1+d+Me8H5+ZqfNSFZtd8hQzhzhKaUSD2KbKemUXPgs5D81QxI2mdPSir\n0KicjKPD1hPWkvlmjzEvwG6P1/8/ePm7Xj6ETDD7ZH4NtrT05/FCJ/Rt0PeZ5e+i7ZvQ//x+r5f9\nH6zAY2BzMxj8wnVRJL/3ea9t1pbvXhTGr70c+rnQtsvAxwIDke6GZuYXdrNoLUINPQuZPUwdsW9n\nLWKqyAPQLHsvMMuM9mhhbWIwBvI+Cq6LF9rwlbVoZK6TOESxflAIvr6U+vOT72V9YTaf7dfi2Tv+\nDq9/zUtmu9gq91K0/TKD6XBRbkP+z0NmV/J/4dvWfxM3/ZfRC1v2AXzYJdD2IufzkccPD9tv/bvX\n9qP8n46Ffb/fg74G2v5JwvAb5NEsZD/yc17uvN3rFfZ4d/q2M33cazgL9zy7JzbthuXgCWhm9rA8\n2x4rU3T4uax7PEThv6F3/sB88GY0Hlm/qOTInhhjbYzxRzHG+2KMm2KM73n69fYY43djjI/FGG+M\nMTKdTwghjhuqRUKIckC1SAhRDqgWCSFKUfLHnuTQVD0vSJLk2SGEDSGEl8QYLw0hvCOEcHOSJOeF\nQyHXnNJACCGOG6pFQohyQLVICFEOqBYJIUpxRDauJEl+Nuqo9un3JCGEV4R05tVPhhB6wqHicgLh\n5OueGOe2nHBq8IMH9zo9Muz18LAfWDU5mg7sGx706z5470+c/v4tfoK3Xfu9payuLh121drsh2DN\nTPlhwfm8n6Stud3/OJ+fSIc21jT4MfMx48e07dzppyCtrvNj3DqWdzpd25wORstmMP4e03nnYXFa\nvMjvZ13VevNW/xvjDCxzMcKCF/36sSptz8OuF7P+kl6wcJHTzc3eqrZtq7dxTU+l3yOf8dvOJV43\n1mP4XLsfCFgTU52p9tfmNIZY7trnh8ePTvjh9tP2GOX9d6zO+mukus7rlha/n411fjr1yfH03qjG\nd85myivWq3xqUSmKlVYOP6aXhYPX74E244KHtvkmOBLuwShgzuZrLTocqVtgceIweDqabDtnCOVl\n9Pi9Xq/5O6zwamhrd+U8nwRWlYi5gl9rjyeHhtOmUuoRadtpkcF7z8dknW/DYF5Oh2ytFzz2dI/Q\nWgE67JhkDEMf9iWw4BrhiG44xDycG5n6XOiC/bb2vkVoKy8bV2XUItgdCmoRaw/0lBncTg/OX3r5\nya97TSeRrUU08BXclrQ8rYe23Td6f2jDuBH6N/7G6yrO1X6xWaYvsUQ9ofXKljJ+J471Z/eW2m6L\n9YK7+RxoHnDaCGxXkscPVs0I+9R6nzzgdpvlgdDhQbuDPUQF0xfzO9OPylpUMHW99aNxsmRu/NRS\nPrWolGW9WA1nAaG38AteIpIhPGyWf+ibhmArvw5bZvek0yzTUD6EC60Fj/0z8Zjfay7SgmuUU5jT\ntfWHOF1r6Jf6LbPMPWUnATcinYlvM8u8x2kD5QHj+tk5lkMonLOczjT0K1fgtLuSyv2A7kQze2j2\nCPEOZ/l9GJq1yB4i9lAXlNAFoQXsP9tu0YpSMQaH54j+kosxZmKM94UQ+kIINyVJcncIYUmSJHtC\nCCFJkr4QQscRfaIQQhwlqkVCiHJAtUgIUQ6oFgkhinFEP/YkSZJ/eojgyhDCpTHGdaFwmE3xYTdC\nCHGMqBYJIcoB1SIhRDmgWiSEKMa8ZuNKkmQoxtgTQnhxCGFPjHFJkiR7YoxLQwh753rf9dffMLu8\ncePG0NW1ca5VhRBlwg9uvz388EccbF8eHG0t6u5OZ33q6roqdHVxuiUhRLnR03N36OnhdGXlgWqR\nEKcPPT33h56eb5/q3TgsR1+LPjS73NV1RejquuKE76sQ4tjo6Xkg9PR874jWjUlSKgcnLgohTCdJ\nMhhjrA+HHM4fCIe8oP1Jknwwxvj2EEJ7kiQFftAYYzIzQzPy0YLp0pHtEpPUHJjJ+3X79/vkgW3b\n/Lyfw4N+Prj+fX79/XtSb/sU8lR+fLfPwnli826n+w7639RmzPvXrFzo2s7DVOxjE/7Y7dx7wOmJ\nqdQFuny5H6W5fKk3Ia9YtszpRe0+E+HMTm9i7lyTetNbWr0Re2rCG7UP9Pn5Bgf2eT/t1OTA7PLk\npA8D2bPPP4P6Bwecnp7xPuCx8fG0bdoPTluA78Tv3NIMNyWmKR8bTfdteMwbVSdxLmqrvFF1x3Yf\nfjHQn14HE9Pjrm3rPr/th57yx2Bw1Of/LGhJHaXrz/HfcVGrN8W2L/RO+HUXXuC31eGDMtqXnD+7\nfP6zXuDXXZQev6rq6pAkCC46iRyPWpQkNB8fL4pNMUpPLUMiPgTtM8DCI2NzNzPL4k+9/DRM4kzk\nsFvm1OtXr8YLmDLzNuyW9TC/CG9tuRQv/AI0syyu5aDTd5vl56GtD/pb0HgYzvSny/2+qWAKZ8Yn\n8fLZVaSN823yOzMzglifNuf95H7TBM65ZDeZZZjN70Zsy0fwViYpbDDLb0PbWkYyMEvlf0PzGK2x\nhv5PoTE9gDE2qxbNSbHp05lawKAo1KKhx71miIq9X3Bdbf6Y1/yprlgGAqc75lTszEu4E9qWRaZc\nPJeZES+A5jX7KuiLX2IE/yjGvMvhk17eg76wvY99167wWDPfg5lqNpKDl9aF0FdDF8tfC8EHd+E5\nUHAyeHwxpXmf2U/mf/ErcwZ45ofZEsprhJEk65krgmdlwdztV5rl9v+LxlfMLsXYXgG1qGDy56Ok\nWD8oBJ/Zw3WR27et22uGyeG6Cub3tyHE1SDKMHwfmpesPRqMt2JtYhcMaYTuVuQldhn0c/n8ZL+I\n8WGv+zkjXotG1vr3efkt/PZn/yTmjcYC6/98DlOoF7ZH5hNCQ1i6Ei+wFjHHj3XO7hv7RTwZLV4+\niv6cTddFolHgBOeIgSo4urYLxtPGvwBYbt8CXfPzeOGPzPK1f4vGN8wuFatFRzKyZ1kI4ZMxxkw4\nZPv6QpIk344x3hVC+GKM8bfDoSfcrx7BtoQQ4mhRLRJClAOqRUKIckC1SAhRlJI/9iRJsikU/rgZ\nkiTpD4X/gSuEECcE1SIhRDmgWiSEKAdUi4QQpSiveZWFEEIIIYQQQgghxDExr4DmU00SaEWb+7eq\nXN6bCMfGfA5M/4FtTvc+scnpHb3eDLj1qSfNtv1hOzji9e59fj/7x727Lz+Vhl3UNZ7t2vYPeIPi\nw495D/iiFWc5HdvTTJWfbvNm6hHkxLS1e9PywmmvD+ze7/SSZamJfFGbzwOaRtZTzkf4hMkc2pN0\nhQMHB13bY0/60IgtW71/eGDQn8v+gfT4TU/5fa6vdTKsX7fG6bXn+SCS9tZWp6ur0/ybhiZvoF28\n2GfhzEx5z/EAsob6B9N9mxj3AScDw/7cDI/7jJ6RCX8NTU2m11BHMwyy/q2hqs6/gN10OU8hhJCP\n6blKInKxAk6seBr6zYsxAo0UlKkfeP0lrM4syK+YZRiHH8Xpojf9fmh7JSxG28CTXv8D2ulLttUY\n7vvwqh97vf4CrMD/l7wfX2SDdVC/wreF/dA43lMIuLHHjAb7f/Ny4Ltew6ruIn2YP7EUuTm//R9Y\n4U3QzAqx5WY52mj2R35S0R1FPIN/8hXa4JlCYqv35WjjoV9bylPPqIg19uTwHpvPPScOD5MGEASz\nGxk9n8DqqE2P3pcuM+alF5p5LEzastcVYxt4jeI2LYjDsrcSU4mGca9czWuQeTe3QF98jxGcbATX\naIKMHh5++6hmiBEiq3pQxhjhY48Rb7OFyNn536hrncyIYOCNrUVnoY21iB+OHa014RgsWywXvEZ4\nquwhYQ4GD/ViXKBL+eHcbxeF+Iz6U+kUwuPEtBILn9u40UrEid2GrDmbjoVkzoJMHv7lyOvK3i6v\nRhvjbP4b+pehbSQYY4d4fTNjJjRDI84xvMr0Hevp0ivxvGTX3t4fuGf77vP6Lry1WJQhdzngvL0B\nde7FPh42hPOg7SXViTYWAeT9rMWD5G5zDBhFxgwf1pNi11CpND5uqwBuwP1Jx/NacmshBI3sEUII\nIYQQQgghhKgo9GOPEEIIIYQQQgghRAWhH3uEEEIIIYQQQgghKohnmBHV55jk8967lptJTYd7+7wf\ndGayxumONm883h59QMW+Az5XZv9gmrGSBJ91U129wOkq5J4013pzZM6YgRtqvJu0Kut/f1u20oc1\nXPe6X/Gf3ZKaFO+807sjzzvH59NsvPwS/96cNwaODx9wOm+yiWqq/fFL6vx3bGtb6HRdvV8/N5ka\npIeGfKDEohX+eG54of+ON9/ujZabb08DKOobvMm1b58/jwN3+WNSW+uvoea165xe0JpmINW3+21X\nZ7wTOD/lvZILFvr8nye3pn793QPeIL55tw+3GBpBjk7i93M6pvqpfd5cPpn311Bzq99P/qI7PuKz\nhaYmU2NrNpP1KyfMyRKHh75Ze36/gDZfW0LNtV7XfsNrhF08ZC4l2q5p8aZXfRW03WvGwtD3fjX0\nVR+f+8Nf+Ua0/R70+y/CCwuhN0PbPV2KNnqYkaNR0wltzs3iT/s2BBG1v9vrq17u9WdMaAT36lbo\nTYgo+MgXsQL95s8yy9w4TzQDU54FbQIN7pj0TZ/Bqk+U2LR9anwebYgVCefA+F5TjRUYWjBkruiW\npiCOBtYi+7z4JNoQoLAMVSDrkwwSZDcgfczB+Ak8WQrueEsrNJM/XgL9u/8fXjBdn2tZi14D/aEF\neAHBU9uQu+OO76IibSGE+HNeX4HjbY//E/gcBBF14Xt0vcHr95muD2s585LeDP1ZZPi0MMDN5mZc\niLYaaGbfII9t+vZ0mVlMzJhjXhjiCd01xe/IusUYIpbUgg+z3eEWXoHKDzs8/JOSF4N9CDKUB2Et\nDL9BtsujuJXso4aPRz4Oi8XVhODrDe8lPsKugf6zP8QLpt5c/A60/Sb0716KF5B4wyzDetu7L9Uv\nepmX194Dbap5s69FS3FAX/k2bBp5Sg+ZXMlzsSqfQDwkWfQZrmEtsh3R1Whj2BvDmJD/M/hIuszM\nnl5oxujw7ypbixi/xmuIu1kAC6MLimK/6Mh+xtHIHiGEEEIIIYQQQogKQj/2CCGEEEIIIYQQQlQQ\n+rFHCCGEEEIIIYQQooJ4ZmX2JElRPT6Z5uo0t3nXd+MS75ob7vdG47pHvOO3ttY7M5ua0wSLXM67\nzw/0+6SCOmT0tDd59/r0WBqa0NrovcAXrrvA6f1DQ07v2+nMe+GsbJrKceX6Tte26hzvljxjod+P\nmkyt0zgkIalJ15+J/jtnavyl09zuHfitWa8zifGA4qpbMbbS6Vjnj8nG569xuq469aJOj/hjP7Db\nf4mq/LjT6873GT0rV3T6bden3znW+G3VZH0CStsibybdN+DPzdhE6jDfd8DnAAwOM1fBk4nIyjE5\nUANDo64pm/eO44vW+Gs9yfvrcXLC5wft2r5tdnnthf56a2ljJoE4MmzmzCVoWwcN7/RiZPYgUqLT\nLPMquheaduf10NaHvJCn+s+8vOputDMk4ZfMMvN8XslcjLdC029+I7T1nzMHgHkKPN5XzL3+xWi6\nmEk7KFaffcrJf/0TI2DqPgATOPOTwp9AvxTanrzI/5fB8apBTtESpOmYfeFpe4z7BZhRYPkpNM/E\n27nbDEtgyM9NZvk6bv2yIntyOsNsBmobboHrJPw6NO67M/7IyYjbeJU5f6xF90OzAnRC77Qfi7Z1\nP+91F4OlWC5s14b5EszsYZYFr+IzuXF777ELzTrGpDPmLZhz9eYP+6bX78VbkYL0Mf+sfuf/MQL5\nM/fjPmNGSQuzQ5AX5OJU2tBWqvwif8LGaPB5xaQ2wtwnq0tljf0ON8YoJuZ7fNMsv/kBNPI+Eoco\nVYvsGb4Sbb/v5QrcS2f9o5MtiLOxNcP/ZRMCzx5PPXNlbFwT+1DXnu11bgtW+Ca07Y6/Cm2vhy54\nxq3wcgNzjp5nlllbmHzGOkdtAvT+GP2zl+CI8aAgP2yd+RNlHQ5+GzJ5GNt3DTPBeMzsyeJXxOEq\nOJw4NxMms6cXq7IcENYimye2HW1D0C+CZq2aQGxcy9eNeDN7cK84/A4CjewRQgghhBBCCCGEqCD0\nY48QQgghhBBCCCFEBfGMsnHR2ZLBVOxNzen8cPkEg88xZ2NVo59LbsmKZU63t/khcdPT7bPLo6N+\n0NWTT/pBW03NfsD+mSu8P2Jgbzr9YD3GG3Ysand62Qpvycljauy6bGrvaV3kB0ovXei/Q12tP91V\n2FYmW+91bfr+HKfghszW+C9SVYVtx3Ssb8fyTv/mvduc3LnL6/pJ74+4bHU6pnjfXj9MtOYMP8ni\nwlZ/nhdiivj6Rj8mOVal+1ld679TxwI/NWRTo7d5TWO44oH+1C6174C3TsFZFaqq/LmJuNinp9Nr\nLsl7+yLdjVXV/jfcqSk/BHN80u/L8J7UyLH6/Mdd2+LlJScJPE1h6eRYdnsdFrfsFYxFvQrN8F41\nmtuhEeNFN2H4Zyc2hZnDvQ2HDoTLoV8AzbGndmjvGv4/wm9BnwVdyhtg70V8yQI4aXyxbb+6+KbG\nMTU7j5Gd8hmjaxfyY58NjSmJQxONLvYao8fuV6E3eDnsbVx2xtZSUxTTbsbhyrYacypk6oKN0YHH\nMdzWJXcd5nMN13HrIoRQuhtnfTW0VfBegsUU9qngXeZhvbmY+nAhcYrdc6DpFLrTLBdMy/7cEm+m\n19De4nzvoovwwkpomkBoj7BeAR7PUrYuFgW7PmwsTV/w+iH/bC6wQNoSe6dv2sByiimIeV4LfHT2\nPubJ6ViDF3ANjX3FSdtNug/vPJZaRGsOaxGn4w6D0AegbzPLf/Re3xZ/j1sTh4X3g/VNl4oIgMca\njsizvuy1df9wmmw6q+j2ofMQDjEP+mNZzr3Oe8329TkHfBVvPNYH1p6HoO0GSz0H+K25bdsne7dv\nWoNn8U0wJnl3u+/D+j83wtV8EFCzX8RDZPuZ7DKdzZWXQH/fKWsd5tTr5Fj6RYSPK3aLuC8Lbk6X\nVz2OPukaRiIcHo3sEUIIIYQQQgghhKgg9GOPEEIIIYQQQgghRAWhH3uEEEIIIYQQQgghKohnVGZP\nQVAMcmRyudQ/nSTeUReRazIx6b3qSc67hWurvasuG9NDNT3lTYhNDT67paXNZ0a0Nvv28cF0v1ux\nbl29N3wuWuyzhBqavKezzuQ8NLR6A2N9s8//SWq963B80n/nmax3NbfUpevHDI71jH9vxNTsMWIK\ndJOF09Lqs4EaG/x+r1y22n/WlM88mRhN5/UbHPUT5I0Oe/djbhJObmYPZf15TjLpea6v8+emCVOf\njo56k/cTm71xdcfuNJtpYNB/hySP45l4l2cm63+HzbucHv/ebJXX+cTnCNj7IoQQBvsHvB5PP2vz\nYw+6tnUbLg3iaLD1pVSuA+bJpeGXvmRTIpISGT2cUrQdFubFdhpM5jhwes3zuSNroa3nmxtbDc0v\nyUl36WK2c2jy+DF3hO3UtoZybk7kTdS/xesN/Cxz7l58B9rory+VNUTsdbMKbcjo4STon/Dy23Ov\nWXAmJqHpL2euhoVxBYVzikJz3nerv4pQklfiPhFzUCyXp9TUyDu95MXA4BPzmOIduxyaaQqMarCn\nfilLDaMXeNt2QnfYZ/UVaGRCB7MscAwKsi3sh/GK51GYTy3ifqKGrtsBjTmM7Z39x6g9A0iBYN4P\niwC/li0CfC4UBJHgsz/j5S1m+VG8k+UC0YYFaUrFahGT2wpyNFiLkLmYmMMb/xXrvpGFSxyi1PVu\n7w/eVwQnBEE8LEX2fDPzhEk4TOliu+19F6RW8vpnliEL3UV2awwbeyE0+1T7oZFj5GoEU2QYQsU7\ngnlinWaZ/TXs9zU4N9fw2Wxq0V/4zK7wMFZlyeTX4Im2f8YWnBw+GL7l1OjXfavNZuJU69wNlosa\naFtf+F5qxBiFUehN0Lb8rno/Gj9xTzgSNLJHCCGEEEIIIYQQooLQjz1CCCGEEEIIIYQQFYR+7BFC\nCCGEEEIIIYSoIJ5ZmT3I3ZnJe0fvxGTqhMtmvBc9g9yS/Tsed3rTfXc7vbfPeyX7du2dXd6123sh\nmbPT3ERvpN/PyenUCD865U3xkzApV9V4X+vCBd5fXmNyeTI13kWYrfanN5/3xyA/43V9tXdEN9Sa\n7eV89s3EmDfQZqJPdqhp8i7FTFW6rVjlf2PMIiuoGlk5SeIPSn176tRunvbJABMjQ04P9fvzODLo\nzepTOe/EnEnS75nN+mOfQ67Tg5vuc/rue3/i9L7+wdnlmEHyRc47yGdwbiJ0YnJ6MshHymS8XrDQ\nZzXxvpnGNWdP7fatT7i2XduVk3Fk0HhsjxvrAQMRvublh9D8Qy+HzGV3M1alnZy5GMRVsu1oZK5D\ngbP9pdDWA87vSH8+HdDUzKhhBpCF1yg/m950285HIPdzETQzTqy3nX567tePoO+HZgZHsXwD5P9s\neZeTd3157k8u9T889I/Tb24rF/N86GMviPMgyGFwl8E30fZKBmeIQ/Ca5L1ks154bzBH6h+8fA+a\nb/XyNvMoucU3FU2EOBzuUmA5ZTgLS1HHGrxg70XuyUJoHi9+ONe3fTAeP2a5sL7w+Nsv0oo2PjfO\nguZ5t/kfyPpoR8ZG+41ejyBIg4fEdsFiAxpxDD7nt/XJJ32z3RPWD34sTzsSGB2sa9z2Kh5ehvgc\nnFu2I3YkvPHviuyJSCkW0sb7bNDL3R9xMvcO3+x72yHcaZbvRRv7RYx64XXWP8fyYemEvoi1yN6X\nDB9jIeMxoWbakK1t7D8wy4V1jH2KYv035pxdCM3zbOpP/H3ftO4urIsgnSGcPYbp2MukE22sex/e\n6+Tbsba9GhkNVKoWFesn8ehR8+iRYtdc8n+9jp94X4mtHUIje4QQQgghhBBCCCEqCP3YI4QQQggh\nhBBCCFFB6MceIYQQQgghhBBCiAriGZXZk0f2zfiEd80dHEjNfTHn1x0b9Ma/Tffe5vSWzY84PXjA\nb3tgYHx2OZfzv5ExMyVBHktVlT/MmWyqd///7Z15lF1Xdeb3qVdzleZZsuSyjWVjW3jCNo1t398Q\nbQAAIABJREFUVNg4EAiYJIQ0hDQknaQzQpomTBmw0wndoTvJIiFJJ5AQhoSEMUACATumbDCTZ2zZ\nsmxZZQ3WPNVcr+rV7T9U6O79e6p3S9ZQz6XvtxaLu+vcd9+5556z7/HT+b6zJ9arbzB+79BoVCmX\nce0WZ8jSTC+cBAOgifjZlMVrN7WkEDc35fc1OhrrNXA4+hYlODu0Nkb3huZm1wYJ3a4h1tv705iZ\nVfCbZOauXSrFazXh2TS1RH+arBQ9fbLx2EbjY+45j0fV5jM7e0P87e/cFeJt27eHOEsN7jjek+Ee\nGVpCH3MnNKG9zlkTfYuWL4s+I6Pl+OwGh+C/NJK3Qd/BqHF9ahO0/GISKno3I/bmFnQ9ga9DDwwB\nPo3TN8bw4Rq1oE8BbQkMdgt+lA5+P5Z1RPsms2ueinEjNeJeT06fDPpPEL6K6JXjr7cdZfCjqLoW\nvS5Yt1rQF4MeHb6cGnhq5Bnz2oy9Xp/f+zcx/OUY0u5mYorjZ4PvY9S5v54nr0dMMTp9ovzrkP1v\ny2cK6ybMzHoR/4c7ptPA3TH8eySBT8ZwQ3ydHlcuYjkzgncM/C466YsK/cQ4Pjw0a2F+YM04DumT\n4XMTcxHas7AuPhcV+fsU4f0/2Lpsn+j9aK14zw/FMBgqLURh/1dj/Ksx/AouVZri+FjwX6NrnU+/\nsJt5wnWIYYeyH33bp6IFj+Cz9+GexSQcSxsQezM5nJthHvSWGH4IV2JK2OWOmXs4klhLulD5mA4z\nN/CLaatTc45QVBN+lnOsWh6D7KT/VuNcs+p50Pwpjs2q612Uq/y1ea0WxDti2A7PHhp1+Qe9EmWD\nXw7hnv8RizlqfT9hbinKTexjpRplL0N8FeKiLuX9gr6Nsmv/CfPyKdDKHiGEEEIIIYQQQohZhH7s\nEUIIIYQQQgghhJhF6MceIYQQQgghhBBCiFlEXXn2JPiaZFkW4jHnp2Jmtm1b9NnZ90yufGttiLrr\n/Xt6Q/zoo/eEeM+BfSEeGYpNs+9wfr3RsSgibGiJ37WwoS3E7a2tiHPN4oF9UZN5CN5Co5X+EA9X\nDod4TkPuA9HQGLWQqRSVg1lDbM+Jxhg3oP3HnG/M6Fh0/+g7HOuVwQ+oqTkqqEuteV1aGqJ2FBY0\nVkI9SrGawd+mAl+isRTrMRHUjmbZRIwr8ERKzsNnYCD2iYcfit4gDz5wX4iH+mM/GHf+QaNlfA9+\nZ4Xtk01ksQ0anSJ01eLYv666OHqSpLEoPu8bjj4NfaOxQQ8fzDX4nXOiGcKeZ+IYO3NgaqSPwz7E\nf4zTnTq4EcLiLc/E+M9iOAgLmpgRzO51x7SuoFb4UsS0ali5JT9+EKdeS7smftnSJ/GHK90xddlF\n7UntOjXgvr2h8bbvFVybXjk+/9CPg99LnTtjD/X27CNF3iD8vG8zdIq/2xrC7349FqOHBaeW/Sij\nNp19aAyx9zN4Ocp+6uqCi6PLZIi9m9WF7PjfsTOU481FfxLDPueFwYdLAwDkoo3wMWG/8s+rH2Uc\ndfzqDhhlLHFWMPfGInsRbM6qhlLV2PHjmJ4RHMMc8zyf7e9jjKZygd9E5zL8ocsdM2cW+WSwHzRO\ncXysGHCQM0nQw8fzBzH8kzhFNTpK+EdXZXcC2AK1/MZeiPjX2eHYQWGHwlv2flTnouM3316jIrOa\noj7IOcF/iWGPm0TQPuyzMbwN77T4X2zVrlS+ix6uUWZW7VazBLHPXd9CWdV0gx18DzrLUh/U8v8y\nK/bxq+WVgwYtYwLHnDmXucjXpWrmWFCPWvCL+eDx/uI45cP0uYqd4g9j+N6Cb/YpgrmI6YNwauOf\nBFv2JxAXWRfSa9PPeOlQee1fHLN6VUx7ZU9KqSGldH9K6UuT8YKU0tdTSo+nlL6WUqLznBBCnHSU\ni4QQ9YBykRCiHlAuEkJMxfHIuN5mZv6nwneb2e1Zll1gZneY2XtOZsWEEGIKlIuEEPWAcpEQoh5Q\nLhJCHJNp/diTUjrLzF5pZh9xf77ZzD42efwxM3vtya2aEEJElIuEEPWAcpEQoh5QLhJC1GK6wrs/\nNbPfMjO/DHBZlmW7zcyyLNuVUlp6zE+eRBpS/G1qfDh6+Dy16YGjx+2NUSc4MhiFgLu2RcHujq1R\nGNjaEVWcBw7n4nX6wCxaEsXnnfOimnTRoqgB37N7z9Hjvv6oJj10MCqHhwejFn0E8fj8XBSeDB48\nDfHxZhn8bcpRkN/aHDXjzU61OJ5FhWJlJIrRy+X4LPZmUbfaUMo9fBYvi0rsxsZYT3o3Mfa3mY3H\nsglIXMfhNTRWjs+uXI7tPzrUd/R4156doez7340GBzt27IrfDRVn2fn/0IOnqTGem5rgl1SONzK3\nLe/7V16yOpStWhY9CCoT8bm24Lkm1HNgMG+DpsY4xkbLFNDOOHWRi6rdBCAs/pQ7XgkNN71I7ozh\n11BMPbnX7NIS4nLEbRQPXxHDVa5LP0FDBHr27EK89Gn8wauea2nLzYp9R7oQe5U9Rdz062BFP1+j\nLjej7Hj8OkiRDxHrTZcI1Hs4z0XsI/b2GLLPsF/4J0N7jjkFMTPA+e74/SirMvFhEyyMIV7p1uv6\n4IWsCJtr5qmTXMQ+uTmG/j//4JNj22O444EYfxGnr0a8sUatrkF8IU9ALlrtzDFogxEMVMyqTQ72\n9cV4MfOJpygXMX/Q4aPGZ5nbaQSx+qsxnuvf3T9T43vMinORrwtzDSuyv3YxP+5NI+Cddd/fx5i5\niPgZF1857J5MAayWfzLv4Bddh5iJr0DU5LtYMw08isyGTj91koswtgbgTvI+d8yxgkFPrxzadjG/\n+B6NbECrwirnnIsQ+5k+fco2oxOe14sTGC/1+YS5hp2QL0z6E/JOvLsQXIzYR5nWVn85xgv8aIo+\noCc2Lyr6mQHzN0442ATeFuqOWPQx5CZOm5j5fUqo5cFzrPJa/j+vRhlbk5499Lfjd/s+WOUlVPWy\nPDaFK3tSSq8ys91Zlj1owRq3CtroCiHESUO5SAhRDygXCSHqAeUiIUQR01nZc62ZvSal9EozazOz\nOSmlT5jZrpTSsizLdqeUlpvZnqkucOutv3/0eP369dbdvf4Eqy2EONVs29VnG5/hvigzygnnoltu\nydcidHdfb93d15/qOgshTpCePrOer8x0LQLKRUKcgfRMmPV8c6ZrETgJuegDR4+7u6+17u5rT3Wd\nhRAnyONmdguXsU1B4Y89WZa91yZ3MEsprTez/5Fl2c+mlD5gZm8xsz8yszdb9Yrfo7zvfb83vdoU\nkCCFaWuMC5o6WvMfrndvj4v+Slj8NLc1Lp+bmIh5cADbUx/sz2VKrW2xbO68eK2uc9aEeE5bXF43\nb36+dHdwKEpu9u6KiwYPH4zLkRcviFv1DQ/mT7q9M9ajVMJiMGxlP9AX1yOWG2P7Zm4L775DsX1G\nh7AGsyEuyD2ArewbmvOutnBJ3Iq6UolSqwbsxU4ZV+buY3ws3tPYKLZax7XLI1G21d8XF9Rt35ov\ngX/yyU2hrHfLlhCPVeJ3t7TH55yN5MsTG7BgeV573Jo+NcVrDWHzvUsvzBcCnrsmPuf21vjZciVe\nu7U5yryGh+Ma+Oam/PzyWL6MdNmiZlvzvHOPxl+5LW41f7o5Gbnollu4GeOzhanzvBiudguBuR6Z\nO+w+L4Zj349xL073igZKvM5HbK9DfC7iC9xnH0MZtxjlOuoXsGZePkLRRq0ty82qN5TkmmO//Pm7\nKIMWhQxjf+k2/wCoO6q1hbNZbelEgVSiSC6yE29tr/j4WCy6DUvJi7a99tmHy4AvQMzlylzG/tvu\neOnLULgSMXUX6LB7oOMIi8XdZ7vNrHtdHt/67zaj1FcuYr/Cknvf5lAREeYTKl+4/NyvIKfYif2q\n41X4Az5wkcuTVdIJDPHzKOtah3jxBhdchkLmIrYfEx8lDH5uA6EAJQfNiB9E/JLPueAnUXi8Ulg/\nZ6CMjRVDnqOk5gnErhcPfi4WfRqnjiJmSuBX1Tp3bo1zzcx+xR3fwMfKzkyFDB7rbrx3vYRs2A2E\na8ys26lpbi2o46nm5OSid56k2qDPdkI8MpEn/G9ivkHJHvMH3uJVEkBvzMGtq3ktircpT+1yx8x5\ntyM+j/8eehXiq30+4Y9oFPiw5ncjZk7w4/qfYxHTGLXdrPebPpwfN/8SCk9kXlQk2YcgismfU8NP\n5od3xP8kYwtU9RE+5153zOZhLuKTYTr5cXfM/sbPUrzHXgCBXUhVPn8uNLNfcI+mVi46nt24yP82\ns5tSSo+b2Y2TsRBCnG6Ui4QQ9YBykRCiHlAuEkKY2fQNms3MLMuyO23ynzKyLDtgZvx3PSGEOOUo\nFwkh6gHlIiFEPaBcJIQ4FieyskcIIYQQQgghhBBC1BnHtbLnVJNltc3i6d3S1hY3aly6NN9neOhw\nVPuW4Y2zePGCEHd2toV4696DU9Ztbmf83nPWRCXgyiVRLDwxEZWDi9x3H9gffR4G+mN8cG/cIn5g\nYbz28ILc2KA8EssaG6OHDHcwb4JHzxNPPBLPd343Bw9Ef4l9e+O25CtXxy0Bm+BfM29BrjrkVuv0\n7GF7sV/48pGh6MEzMhzbr4ytw/v7o150z+5oBrBje+/R493Yev3wUNStdsyPIvGBkXgfJadVXbEo\n9q/FC2IfOjwSdasT49E5Y3AoL9+1J37P2WfFvlyBl9A4xKWHD8X7aG3JjQXGx6NLQ2WMCvwzBeqM\nSYFnz4vdMTXItHaBxvtseAdQaO+fPj16Lr4Ef+C/69GEw21/vAQa+kFIqzvok3FdHHu2wu+JSc8d\nqpTZfnCZGf6dGPvhwHrcg/gmxDQDaPN78tKPg9p0KrNrba/Oreh7EaNNDqJj0JTA72EM3yfaJ9XS\noptFhf0NKHshYl6bXSY4fnFv0x9HzOaDPJ/fFd5g3Nv0TE1FJ5yL7sqP2eCwcmm+NMZnwy+BNhD+\nTU3fgW4O+RchhklCm8tdC+NUpGp32fNYEdryXOI+0diLwqJchJxwNwbmiIvpJ8F6/RhiGkHYjVN/\n7wnlIj7oJxEjF7GB6TPnvJ6YpugGxG2sa3n0XIGYry9+linBf/fDaC7aOFU1Hy7+KIoXumO86ayN\nJmlnDMebi+Ddd13eyuejj9Hhjs9vGWJOA/y8iMOMw/Bi+jvhJbfOvWvYLxhXjRXuCX+d8ztdwTkC\nezxBe365Ri7iuxjbklfZE3LS0Hy1C05lLmJFYR7E+Rx85u5zPj28RbYu30mstR/X9JxjH9qGmK5F\n/r8kOVVhX6aHD+F9+KfB1ENPqanQyh4hhBBCCCGEEEKIWYR+7BFCCCGEEEIIIYSYRejHHiGEEEII\nIYQQQohZRF159hQCz5mGxqYQZ5b7opQao+Zw8dJ4q+XxKNhduCR6qPTu3BPiplLug9K1ekUoW74o\n+k10NLeEuNQSv3t3a17v1tZ4D8MDUTx6YF+sx9750UemY97So8edc6PqsKk5+hah+ay1OX73iuVR\nFTvQlysc58+LvjCXXRYF+KXW2H6tnVEXv2hx7unT0BB/Y6Qnz+hoVDzS06dczsX+Q4PxOR6Gt9De\nXVFpuXdfVJgfOhSVwkPOl6cPPjqNbbG9Sq1RtXkIdelalbd/1+rYthlUm5u3x+8aLTeHeOfe3Ojl\nLPgjjSV4IE0Mh3j/oajyHBuL+tp2533V3hG9hebOoeGJODZQ8PrHG9NBtUkKPHxgm2GfRexH9etY\njfWIqcum0NjpzZthZVE5HONCf4rX/ocLaKKxGDFfPV0xbPupqb/8SujJr7wW51KQT+X2q9wxG4Ta\n8+2IqV33nmobUXZ3DIdvizHbD55J3utpc7Qxs5htq++CvgKvm+LYrFo//knE1IR/wx2/El4Hqygo\np0j+gRjy9JVTBmb2PBPHpMBzxsOO82LEMCe5BmP+GzEM/e7V/C4astAqBzZd3rBpCYroYUCbhyqj\nmAvc8ZUbUEh3BgJ3kGvju9i2OLMhWJLY2xfiD12Imd1vdsd8UZxILoLpUTAAM7O7kFDYnkggB12/\noI8OW5PPjl4X3jqEXioEdh1Vdnc+hVZdq4SY5mPo28xFvhcs4rg5l18mjg3e+66zLMdQWY423oHu\nHme9Zt9B7Hs0femYiqpyD757jnsXcwbMfnIP+tVVNJLxOfbVnETR4Iegoteh2A9G2v/8OeK0Fn/g\nvOlX3XHRvIhOXcxF/r/DPheLDmIe9K/4KFKV3R9D/y5gbuGzYi7ilMt7XrJpOXXhd/Et61Pmj6CM\n6YOOlrRMozeZnwox3043FWlljxBCCCGEEEIIIcQsQj/2CCGEEEIIIYQQQswi9GOPEEIIIYQQQggh\nxCziOebZE3+bammPIvCOztxXprMjlg0NwJtlOKri2tqiLnvJkuj7MK8zV4R2tEaRZhNasYVeLn3R\n9SCbyPWPDaV4T83NsR4jqGf/4YMh3rcr1052zon62FJj9F+hac/YWBTot3VGj5+Fi8/Jr42yppZ4\n7YYSdO0NUTDtXXnGJqJePKtEPejYaKzX0GDUgw709+XHg1H9eOjQ7hDv2x89jkZG4rXGytHfxiby\nZ9vRHB/sfPjXHBgsh7ijLWruL1uXt9+iBR2hbMeeqD4fhyS2vz8qRufNzdt/qBzb9p77o1fIyqVR\nDL1jJ/pfFtu/yV1uwVx4XS2iB4E4NmfFsG1Nfty1NZY9YzXjNnhbXAPvHG9HQUueKtEyHx/NXLxh\nS7SksjZaSNCsgULjB914uOw/UNhhtdmPmAYt3umBvhf0A6LenPjBtq9G2bHqRV+eh6Y4NrNhiM3v\nwUfZnn02JXzOtCihEwDPf4cXjcPAYPBbMYZti21G7G1K2JWXvzvGpZfGuAzTF/oFhe67DoVXmTgm\nnMZdEENvWcWOQTMcmAnQH4AOE/7S9EeoMirgCU8idtMqjmD6I/Shk859HCfc6Y7PxThcQPMgth/H\nPPzHzvF3zVyE90CVf1it3DSKmD4Y9MmgL899+eEw3jnM+/DOqspFMMfxM14+C3pG0NsCDkj2Tnd8\nHvrIg3iu9K7gK8d7btBibsOnYnwxHvt9+ABzUXhS56OwygRGHIH9G74wl9yVHyNN0ZuF/Yijlk58\nvo/SV6cK5iK8QH2/w7Soqv+znlfVsst64bdj2YrzpqjgD0FiW7AGsfcfZHbmtZnNmZs8dKyhW1at\neZBZcMfZ8oNYhPmG0eMI76Q9sBfzz5azSuYi1prT4de7Y74amTIJU6afsXIU/BVivjXYerQX83Du\n1/x8F9D30aGVPUIIIYQQQgghhBCzCP3YI4QQQgghhBBCCDGL0I89QgghhBBCCCGEELOI55Znj8EH\nJkU1ZUND/ttVY0MWykopxgP9UQ08MhT9V5YvXhDiFcsXuXOjuUJzS6zX7n3RB2K8HBWkmfOFaWyO\nRjpNTdH7JjXGemXQcQ8P5n4s+/dG9WgjrlVqjHFlPPrVNMOjpr3TeWE0x7aeaIznpoZ4H2k86s8r\nzpenPB7vqVKO+tCxkfhsBg5GDX2/8+wZGUXbVqLAswVtMAqDpYZSrHdzS36fjSmeOzY6jDj6eyxf\nHr1DOjvyflEejX1m7/4Yj4yi/dC3x53P0eYt0YeovCJqb9vbo7/Sof74LCayOBZaW/JxQ8+ehgSj\nJzEF9Hpxql16V1DQ2xvDMrwE1uP0pZe4gMJhCsqpj6YJgjcqoACa/j8lxDQ58H4ffd+PZXOpuKde\nnP4U1JdT4O+hvpyvNcb+u2BSUtVA9PShutr5ZPBBsn0WIT6AGLZn3qQA6df6IeqmRwH7TDA4gJD9\nezGs6lJ87L6FPokyauRvgvCdOnhq04OVAj17aJ4gpgD9vdH9m14TDBD4z30wRaEn0wsRX+mGcR+H\nMPv7vYjZWdy0gGmMqajIASwYabCDvwzGUY1I0OMwjmmk04N3XGCeYs2Z7HnTAzXKdiPuRQxftJ1u\nTsHcwhTJBmWMavtHyS7Dr2LMXOS9MYbR1LBtqboWc5HPH/+MshsQr8R7lf4/NdM1LeT0z+RTwPc6\nkoDP4WxwpCZ64dCTia8Hb6P0BMo4CjPkIvYF/z5ln+MI56jdgz691E8Z/hUnv+kTMW5DLjqIizHx\nhf9mo3cha8p50HbEvoU5L+pFvAHxv8Vwh8tFbFy+9FlNNAHb36cqTq1Za/oP0vbP9wv2Gca16mEW\nbwtvmCp/KVqAMc9hKIRhQ8+eqopNgVKWEEIIIYQQQgghxCxCP/YIIYQQQgghhBBCzCLqSsaVQV5S\nFeP8ygS27B7L5SrlcpQKHTwYF9uVIcEZ6oNEZyyWl+fm6+dWLFsay0biGtmnt/TGemOr65b2/FpZ\nQ9zfuAkyo9VnrwhxA9bAjYy5bcgHouSg83BcaDY6HNtk+1Nx79OR4bgOe1lXvnXf6q64jrW5Ja4n\nHMfe4Wk81rMhy8uzLJ6bQS7V1hnrXXVtJy1qa4trAEsNca3/2GB8rqUU17yVGiFPc5/f2RfXmW58\nGpIOSMDOWhOXUVYq+Xf3HdwTyrC7vK1cHvtUBfswHxrIxRPD5difyuUo02ptiotWDx6ObTA8FPvr\n6BglSDmlhrpKEacRtklRTA2D6ytcf/wwYpRTOkGJzlKfyrhWnWuKP4+Y60O9QqHmPthm9mOIKTvy\n+p9elL0Ay34z3OVXalzLzOx6t9z5vJegkJv7shHYh/34KHquXL9f69o4txOLihfinrm2nLFLod/E\n0mdu5Ul+lH9wQ76yJRZxo+mXTf1RM4tSLApN2DpLcAK7Pj/vlzNTBVRz1+pZTVEfJXhiA27Q8wFx\nm2CsJ+dSduai813am8v9ZDmGqbNhLlqZH1KxN5d/+HGrja9oL8q4TfsuvIw/xXI0yus+fOxjM7PO\nAkkYdQWVKY7NqpfnL4hzBMviHCGcz5TI9qNGhv/sSymFK38Sz42vGA7TmxH73sl8wHdflRwV9Lpj\ndm3GfJ2xGxS9dwN8950xHG8uwuTmwNRFm/CO41Apkuh4eeCLUcZU9FnEVBb5a1HESSUVp2BV8zWf\nRCllrdorHHf1cZRjW3L7mT/Pj9/857FsaUEuYkV9MdXsvOlVBdf2+YS6Iw5EPlgkkFqKU85N7kHM\nFEoZsp9/fNtqwz7Fd6NPqexPnGMtQcwmYH9lXw9QyzYFWtkjhBBCCCGEEEIIMYvQjz1CCCGEEEII\nIYQQswj92COEEEIIIYQQQggxi6hrQw56tRh2gab3y7Dbx3FoKKrcdmyPitxD0EbC/scG+6Josf9w\nLoybPy9ubf3MjiikPHQoiiEPYPu8sUre7Pv2R6+Pc89dFeI1a+ImbYf7o/dLSymP2ztivUYGo2q5\nVIkNeHBnFG73H4qeNNufzlWJj94XvXHKaK85HVHUOdQXBbmjri7tnW2hbOGKrhBf8eLuELd1xvtq\n7/AixajKHBuJ/jSVclRPTsCfJkOn2nc4f+4/2BIdJfb3R8+j1qb4W+meffGeVy3Lt2XtmLMglF28\nMKo2H3k8qjb7B2P/87dRHor3NDoc3axWLo/i/77hGE+MxfPL43n5IPZCHR2O7XnmQgcAggEx4MTp\nO3Dq1xBjP+oyimmvcIHbMbOZYuDbYrgHNlPcONxnKuqd34idOddR470RsTdZWYmycTgiNML04BHc\nNbfr/Ko7Xn5XLOOjoQ6eZgy+zVahjL4jP38F/nAe4lpbwqPxKTCnsJueHU7f/79QxC2KqQGn/vxi\n910lPJufwj/5/DOeOx/FoSmOzYr9f55EzL7ur7eIHZ8XP2Mp8qRCLvKvMY4FeGX1FljM0KfA+55c\nBaOBXUg2SHNVfi0jbhrF/v0GjJXXcqywk3rfh9UoY7/iuLwjhsPwuCq5XYabfxufHUSL8bvRgHuc\n3R4tNuyliP86zv1sFXLo0hrT+b2oF7tQTYMas03Op4fWS2x6emzwvXKdO2Y2vQzxXyPmo/PVZtem\nDwb9f1gOB6RoW0JzMX74jKVoXoRy/5AwL7odn+TzJOwL/rVGp70vIN5c8F3+v2Z6UfZyxD+HuMr7\nxfWd85gEGdNkBlu130efM5djL3onvziO+TbszL4f0xNfFVp+reW86FPIJ9xLfIWfVHTGst0YabW8\ng6y6Sfxz/xbKaI9JqzL6dPmccAnKXoT4zhr1ILwlvq74ymFc63z21VXMTVOglT1CCCGEEEIIIYQQ\nswj92COEEEIIIYQQQggxi9CPPUIIIYQQQgghhBCziLry7Ekp+qc0NMTfoobgJ5JlULalXNBYLo+G\nokFoqYeGokouupiYZajLgcO5t07Tnuizs/2ZqEvduTOaC2RZbObKRK5C7B+M33zP/VEg3tERFdBr\nVkX943Al9wbp7DgQyjpbF4Z4Xse8EK9cGZWZh5tjXea058L3hqbWUEbPnrmdsZ5jC6KHz+FDuXqy\ndW68h66L14V4weJFIa5k8Vkk99z7+6P+c2Agtn15OKo4y6PRC2dkNJoBbNuVt+H+vthHxjKoR8ei\ngHb/oehA0TfccvS4rSX6FG16PCo+9xyI9ZpAjyw7055sIrZHVorxbvhAse/PaYP5Vcrva2Agfnbf\nnjNVnM7U2IqY6l8MCA+FxBD7Dsdha5RlU7/rrTCugpD4jlHEBdfyPZzeC+9A/E9/GOMFL8EJXjt8\nNsq6ENOsgeYubF7vw0MhNm0DqB+v5TVEs5uX0PDnRsQDiH0/uQ+nbo0x+wHrDc+Tu12/oIdJgcWG\nPYB42PnwtMXXgH0G9aLnQC1fHfZVxtTUU+fO1g70Ir73WCedCRTlIjohIRf5aRSeNaz1quzFCP0T\nwlCCmQDsw+wbiJmL/JuY/eR3Ea/+XIyvhB9FSGz0zeGYZ/lNMWyj6Yw3B5mLskHEXYjjVMeWeqMM\nGo38d8Sr1uIPfOe4uA+5J9pKVnvQHKgd+9cMfZs45pmbaEviZxSLUEaPHnrMEZ+LaIHGUcIcCmuy\nKp+S0Nd7UVhlzHKmcLzzIrwvvfckiuhFgtdhFVyp0OuO2d3ZB9kXaJfl+zD7Nz2r+A7kSDzNAAAg\nAElEQVTrQuz78HkPopBeOLQAvC6GV8CuMPm8x7xGUNFFaPBr3KShmZ6L9AN6PhMf+4V7uDvg0cPG\nZ5dB8qeXlm9P9hH2xlpzFzMz/1/IHP9fRsx8wfeX7zPsm4zZP9n3+Z7199WLsiW82BRoZY8QQggh\nhBBCCCHELEI/9gghhBBCCCGEEELMIvRjjxBCCCGEEEIIIcQsoq48e0ipVKoZT2RRTTlv/vyjx83N\nzaGsuaXFItHcor0zesxkpfg72IFDudqvb0tUtu87MBziw4ej30pzS/yu+QvyelpTrOf+/VEsvemp\nzSFesCAKL7OBXJze1hL9aloa54e4PBo13lkj2hM+Ma3O2qW1ORplNHZGD5oli6JgtHdzVHaX3LU7\n58V6jafY1vsORiOBiYn4nEtZLvztH4gqzL6+KEYfHYnl4+XoXzMIH6iD/fmzrEzE9kioZ2bR+2bn\n7ihCvvPux44ez18QfYrmw9NoAPUcGo5+Qf532QZ8b0rxOe7ZH1Wu2URUlzY1xGE/6vyA6NkzUWE9\nzlQ6EXcgRjt1XpQfz4NiPHb/KiiXruXZ8wQ8emgvQTk0v/oimxr6vvwt4nfQ5McPUwqgac4Af6uq\nm6TYeskUx2bVgvvGV8d4C9TXXgDdhc9Wqbq/iJjjwfWLMp4zrVT2I6a/B7Tqj9T4Vmq66StAr6af\ncccXwaeFfaAXMfXkHton8V+PaG3Bes5B7N9+51GLTlOOMxbmIsbwcjnH+SvMi++GuXyAaGNab3EW\n5Xs8vSzot7IRMVPCJe6Y/YI2D59CvG5fjHvd8drv4WTmC/rVsJz4wQf/q6oGuwLxJ2tc98Ia32Nm\ntm9TjDke/ODqRRmNdmh2wbQHqz6f6vm1Rf9iTN+uX3LHl6AMlkZV1TweB0HWi+8zvmJqWcFVYNhR\n0rRokuOcF7mXTTPG2cI4Fa8alrTW4vPyuehrKGO/4XSD3+XfiZwzsU9ySL+xxvmXwKdoLSdsnBPA\nhIbvz5AimDSXI74G8UdjGNqEkwI29lY46TApeAMbGiZ9EzHKK/AT4/zDP0s+x6L5SC/iD7njLpSx\nv/E22A/8f8nze+klxHTMdMJR5JuT06Iib6sfMq0fe1JKvXbE2m/CzMayLLs6pbTAjrzfz7Yjbfj6\nLMtoQSmEECcN5SIhRD2gXCSEqAeUi4QQtZiujGvCzLqzLLs8y7KrJ//2bjO7PcuyC+zIPyS+51RU\nUAghHMpFQoh6QLlICFEPKBcJIaZkuj/2pGOce7OZfWzy+GNm9tqTVSkhhJgC5SIhRD2gXCSEqAeU\ni4QQUzJdz57MzG5LKVXM7K+zLPuImS3Lsmy3mVmWZbtSSktPduXK5aiqbYA3ycJFZ4W4qSH3WDlw\nIIqQB0ej/4plG0LY3x9Fh1kW82a5PS8fGoEmHt5BCZ4q4zh9/rxckdfYEFWHnfAWWrEkevqMDsRV\nmOND+X09vS2q+UqN8VrlsSgI7WiJCsfm+VF/+8xgrhRsGI4azbbG+Nln9kTDiQrElG1LcqONic4o\n1h0ag1j3UFTYJj66St6gQwNR7Th8IIpiy/2x3v19B0O8c2+Mdzi/oARFKJ8r+8jIWHzQew/m7VeB\n38/eQ/GeDxzsD3FK8bt832aDlLJ47oKOaCRw8FAcC+WReF+ZmyMMDEcTmMFBPJuZZ0ZyUbXqmyrc\nlyNenB+u/+VYBP1/dL8ya4MXzkpomP3TrOWnYlZt+0BJuJdm06qiC/ENvDiE7pnrKukLOJfNRY8I\nCqQplL/NHTejjP5AJXj0UBDttezUmvdRvY+Y02mf+negjF2G90zPIxjteN8BPkfG1K5Tx+1tS9gc\ntDSh1wpvmdYAHj5menA8jJhNEu6jF4XwNKoD6iQXcRr3KsTuqbzpN2MRuve1fxXjXphEsJ+tcsfs\nczyXMBd5yxp6LyxETPuJXsQ+L47C5GAdO3w/YpoJ0b/C90M+Cpot0LSKg8/fCP1+WC+aRtDAw1+7\nF2Uc1Mw9MJHYDA+kR2z6sFq8DZ8DmFt4i/xenu9fBUU+ZmchLvLg8PAxj+075mkzSZ3kInr4vDWG\nN7k58vs/E4re/q546l/Cj5D9iDnCl3PWytc8+wrL/XSEQ5a5iFMVepP5fshp0S98P8aLMDfky7aE\nTlx25w+iT86NoZX+1WrSdqkLaBzJieadta8VkjvHCk1nkHs4R2DsfSiLvAzZR9gvfBrktJK3zJRZ\naw7Gdx/PvQAxcxHvy98HrR857ZyK6f7Yc22WZTtTSkvM7OsppcfN4OZbHQshxMlGuUgIUQ8oFwkh\n6gHlIiHElEzrx54sy3ZO/v/elNK/mNnVZrY7pbQsy7LdKaXlZrZnqs/feuvvHz1ev369dXevP7Fa\nCyFOOc/sHbSdewaKTzyNnGguuuWW9x897u6+3rq7rz/VVRZCnCA9ZbOeoqUipxnlIiHOPL5tZnfP\ndCXAieeiDxw97u6+1rq7rz3VVRZCnCBPW/WKo6lIWVb7x96UUruZNWRZNpBS6jCzr5vZrWZ2o5kd\nyLLsj1JK7zKzBVmWvfsYn8/Gx7nJ4fQYh/5pbCzO9hqwhXTmFmk9vfnBUPbUhu+GeFfvYyF+5OEY\n9w/F725w25QfOBSlVAOD8dzdu7GN9mi8/x979Y1HjxfOi4vH+g/HNW8Z2u7A3rju2n93ht/uJipx\n0eu6i+JGl8vmxwWIHe1RUFJpyO95YjQuLCuh25RKcQF/U2tcf9g2f54ri4vr2AezcciMsHX4WDmv\ny2B/fBb790XNy4H9sT137Yuyrvs2xjWFm7bmn69gy/fxSqznBBbnVTiWgrqq9jhjG/BZrFiay4KG\nh+JixHHIHV9ybXxRf++ee2M9x+PnL1vXdfR4Xnts6/7DeV/+0t27LMugGTuNnIxclGVcDDxdKDjh\n2lQKWHxOeH8s2oqNg7kk9o8Rb0bsUsZWyDC4Qpa7XHJp6ode6IJLUci3SK094M3MKSCrltBzmfTy\n/4I/XIeYsi6ffngxNj1j6o6W1ShjxXnPLPfphEuwuV80pRR47h/Cw/mIO+ayXkpg2CQnsjMwb5GP\n4qXuGArDqnp9AvHbEGOlvv2eO+ZSZ98dn2+mXHSUolzkeWcM74Lk8XMxHP6zGDN/eNUSl6JTdcdc\nRMHk571EgduQUxuB9fibcDEORQ/Hxiufhz9QtkVJg5+ycU09Bw/3ql+C+KIaZbxW0aD33YK5+17E\nyE0b0J5Q89kXa3xtUa7hbUzXKPRYn+WjeLE7ppyB2059GPE7EFPi4UcKv9dLSX7GZkMumu4GzoS5\niP84SJGTa7nxV8Si34hh5f/F+EMxrLlL+eMo47nMVewr/+KO56GMQ4ktwNe8/26qPCkzYp9cTs0Y\nJev+poseIfPLuYh9zuW8iPMgDnrGvi54GJXvxJi7z3NbckrfvuWO+csC8wXfhLX+vajo35J4bT6K\nq9wx35PsI8xFUDBWff517phN7fvyV23qXDSdlT3LzOwLKaVs8vx/yLLs6ymle83s0ymln7cj/43x\n+mlcSwghni3KRUKIekC5SAhRDygXCSFqUvhjT5ZlW8zssmP8/YCZvexUVEoIIYhykRCiHlAuEkLU\nA8pFQogijmdFpRBCCCGEEEIIIYSoc6a7G9eM0NQUFY2NpRhPwOdkbDyXqnXMiaLD5ta4sXD7nKjE\nvOjiKBJ/4qkoeh4czLWoczrib2QJW6+3rYmb3o3B+2XlsrwuK1YsDmV9h6KHT6UcPzs8GBV7g27b\n8hEYIGzbHv3Y+geimvSGa64OcXtLVJTOX5irEhcuivuRzl8AAWgD/H5SfFaV8VzpPTYUFbL9B6PY\ndHQk6n5HR2M8Mpzf8979UZ2/bU/0L9jyTPTo2dwbt4ocPBzVvFddeM7R49Qch8fjm7eGeM9BeOfg\nt9MsOU8fqCjTRPR5MvTlcjk+zP0HclOCxlL0CprAtQbQfhPYxr2xOY6F5pZ8LBw8HJ9F/yG6apyp\nLEZMLTqVtL4fXlz7ozQEwG6l9lHEzgxjDWw/SjBUoK64yiXE/7sf91aneJq3CMOWkhvWlI9z189r\nPh7ja6knZ5t4b4u13FS0yPCfPgI19gUdgNlFwU7s4Ua5pTPsUHqxzeoncTo9Tv6PO+bWnX+NmDs8\n03+ilh6d1ybUm3u7D3oQ0M+jt6C8HbF/K3PL1ekaEc5+mIu43THeLeEJXhmLlqCTwseh7ZdjfB7s\nxvrcmOfW1uxzNyNmXzDvT/1SlNFkA51y1d/H2Oc5DtmvIO59Msa/ygFB3wzvbXYFytYhpikHr+1T\nEY0aOACYVHljfmoDT54Kcs9t+OhnEdPz5FfcMV9fzGNF27SXpjg2q/bgYB9iLvLOnPTn4LXYfPxu\n3pd/7GwPdsczF+YixsxFbk7d+IJYtOoHISzBS+tXME6RisK7hsOOueb8gnI//Vh0Tiybv6X2Z9nP\nOKw9fG//AeI/wRhvpoGez5mXo+waxMsR05fHJ012eM5taA7Zi9jd9FYkBHoecZpJC0vOi7wWkfOP\nLyJm27Nf1HK3o88TcxHTr/+va1q18Vq9iJmLOP31/oV8FKzHVGhljxBCCCGEEEIIIcQsQj/2CCGE\nEEIIIYQQQswi9GOPEEIIIYQQQgghxCyirj17MviYZCifgBfO6GjuL1JBWeeCKLzufTIqLXu3R3Xf\nwUPR68VD76D58+JvZsuWLQ1xQ2Ns5jHnQdP7VFTcrVqxIsSVUrzrufOj11ClIVcHPvNE9K/pG416\n2YO9O0O8eF4UwXZ2RO1/U0fu/DDUEX0yGsuxXu1zo0qxuSW6MWTlXEFdGYnOIePl4RCPDMXyoeGo\neNx7IFdub3l6fyh7bEtsg95dsX0XL4n94Ibrom54+bzcM2nbzqgQHzx8MMQD/bHe2Xjsc771M/jm\nwMLHrIHlMR4cyNuA46IB1/72d+8J8Ug5qk0Xw39py9Zc7J/Gor/JyuXeTCXe/5kFteeMaWizwx1D\nsTsXitynoSymgQK9GzwwPVnF8usQNyP2Q43f+yOIad8ETf1c1wS3Q9MNuX2Vr8NVfxzj5rNxgteX\nL0FuXhC9yKLC2axarO6fHfx8aHZTJMD3Aup/jkX/jptm816F+HeoufdWRDA92oZrU0I/gXiwRlnR\nv/iw3GvoeS1q4mH5UtWcbINP1/jem45ZuzMR5h7CXOTfiRjEz0dC+DicTr4awx3Rbi9A/wOOwjUc\n0zRs8q9yGnLQTwxf1oFrr3MDgpZn9DjguLwQfhU30Cdj9RTHZtWmMito+ANno05ntNMUPRaNbc3c\nswuxS4O9D8QipKYqXwzae3yEg889zF2PxSLae9BbiynVU5R7mE+Iz3v01KAPxm8g5qOi/dKX3DG9\n7opc4s4cTiQXoezSGLLRb0cxvV48tKNhP3oxYnq/9Lrjh+DRQzsxvgOZ93wGQDqtGhvfQPwxxL/I\nF6ifZmI+VlWxBRxtF6Lc5yJkSeYaDnIY61RcUoB9WJVnGmdv7AbvQey9teidxakyq13lE+co8i5k\nOWPfBEW56LcQc5QwF/l8zbmez9308/FoZY8QQgghhBBCCCHELEI/9gghhBBCCCGEEELMIvRjjxBC\nCCGEEEIIIcQsoq49e4pIcPEZGc2Vb9vhwdMOD5kly6NvRu/TO0I8OBJVnt4zpbM9CsY7O9tCPDER\nf0OrjERd666DuXdOa1t8BOeeHcXnqSWq/c5aFT19Robz+6SHzOHBqFBsboy+Oo9s7g3x4oXRD+ii\nFncfjfGeoOy31qHoo9HSHO8rG8/bYAjeN/19UYi6Z3dUWu7YG9XVG3vze970RFQwet8mM7Nrro7q\nx2teeEmI5zbHZ7N/Z3698kAUzc9tiW2wamHsU0OVWD44ll/70GB8NmMwoGpoiJ9tKMW4sSnvB5Xx\nqAhtpCcU+t8EftM9jH4yNpr37RWLom/TFS9cd/T4X7+1ycRUMJX2uuMPogxa6Wtqe/b0wbvBa4O7\ncOWOxfgDRcr03fFi4CUoewNi/tPAKxG7YdwLYfFGnDof8f9F/N6/xR/ealOzemuMlyDupDmIG/N7\nkMmoRf824q/FcPPX8+OP4FR6g7AXdPwh/nA+Yi92h8EE5fkvR7wDse8z1LnTj4K2Tox9a1JrTu8D\nXpvdkf3Cv0Vo07Lu9S74tIlp43sDeyE8ZNZjAHwhhrSM6HXH9AujRU/Vw8fFKs4LpsQ89uOIaYWD\nAdDszC6eQs6DvUSVddAnEV8Ks5BF/rvZ4clyZIH5iL2ZFs1vaEryLcQwaPgX175FPkV/gviqn8Qf\nmKDvyA97UcRHQc8NvnL8GN+OsiIPMPpCeW8W+p/wuXLOSpj6vYUUPTR+2vmr/Wf4IwkPPX1688MN\nmE/CytBehuJ/iDF9efy45lSGrn3sV3BVDN457Ec3xP9MshI65Q27Y+zTBz1k+H7kWKryE8NU8fp7\nXcAXNXkCo6sDMwHfCDRVpBkMTL824tL+nj+PjzIX/U/Er6bpER7OPS5pcP7A58p3Uq3njsdWBT/L\n2P/XNXMe+1DRtdhPas353+mO/8ymRit7hBBCCCGEEEIIIWYR+rFHCCGEEEIIIYQQYhahH3uEEEII\nIYQQQgghZhHPMc+eaHRCX5P58xYcPT7n3GiAsOnRe0Pc0BT9a8qV6I2z6amo4BsfzbWnSxdFZeXh\nw1EtvHv3nhB3tERR55zOPJ4/PwpA6b/S1BzrmVL0xhk4lBt6NGSxPUbHIKQsxXvcczgqRnfui/U+\nu9/dJ34WHBqNbg2sZwkC/bFyrpjuHxgIZft2RiHqZngJPYpnsXVv/vmOOVGo+pof6w7xiy9/QYgb\nRmO9+g5EM4yx4Vxd2VSKz2LRguhnM2dOfHYtHXNDPOH6513ffTCU7eqL7ZcaUoib0Z7trXlcGY/3\n0NAQ63nwcPTkmcjitUdG4udbG/Py+fBtmjsv+lGJqaCbwHp3/PuxqPyOGFOwC38WesH4bPNilM3b\nF+OOr8d4Nc7vWOaCi1BIoTFF8vynAufTQ/k4ddrkO4j3PxTjRTTa8EDHXlXPVrg5+LRHo4b4mrDK\np2JMx5MvuWO4n9gnn48//D/EbCR6dPh64p6uwHM+Dx+l9t+P+J9FGeT3VY8VFgVBB0/PHnblh2vU\nw6zaA8Z7LbA7VnkaiSnoRHytO35/LOr7zRhz7OABYzjU9DWhn0IHxin7aJc/XsQPI2anRKfd7EwT\nosNdtU8GMzfrfQ/iV/icwQ6/HzG9b4jP9fA58z45Zmb/jjHPZ+FtNc5F2TdZz1sQM0Ej/3pDC7bX\nOsT8br5z/Od/A2VMgaw2m9PnC/quML3yudIfiLnIv/7oQxRs9+TZ46BHD3vLjfnhxehkn4NBGHIA\nr0QLK//8+bw4RaAVHz1+fEwLmapcxEQG8xff79gnq7xPERdZCF7qcsZclFV1aNaTibBGLtpQ21ay\n6ln0umOO2X9CfCH92FgvWAt5ayc+ii5eGzG9Dv3zwCy9qvlKiNmcvrv2oYz1pCcPr80m8OXsj/Sj\nmgqt7BFCCCGEEEIIIYSYRejHHiGEEEIIIYQQQohZhH7sEUIIIYQQQgghhJhFPLc8e/DTFKxIrDHl\nyrglC7viR9fGkx/+QVQZrr14bYg3P701xI/c/+TR460DO0LZ0kVRkbdwfvRbGZ6IqvFKJfeQWL5q\naSyjkHgsuhwcOnw4lqe8UZoaoyJ0fnsHTo3KwPPPPSfEK1dF9V+f85V5ekvU127bF313Ki3wHkrx\nnkfL+bV2H4qKxH17otC972BUPDY1RuX2RefnDhU33fCfYtnarhDbWNQQD1eif8fYxGiIJ5xJQXNL\nfI7zUuyATfBiSihPzvNn3dpVoezgQ1EUOzYe++dAfxmxq2eK90S9p03Ea01gmMPqypqc50/XyqhE\npW+RmApq1b1S+SdjUTOU2Qt/Pca/EMObYWjzx+74i/hWevhQu06t8HynL6dNRpUhC3ls6iJaf9B/\nhf/K8POIF12OP3gzB0j7t0L6z2pTL+3tKb6JMlj2VHlI8L7e6o5/4r/WKDwW0PZXCbV96ofwve1s\nxKwYkkKza/B3wmOCvjqsBq1EGHvoOUCKPAr8bby6pUahcLAVmbN9/PJYNPeWGC9H/N9j+HpY/Pyu\nO2a/oIcPcwD9m/y47UJZVcdhJ308hr77c/yvRExfmDcgRouFpLAZCYP5g74OfFd7mwxYU1T5c3Cc\n8r5+zh2/62oU4p1S1X5MmmxvR9E9FZX7Yc1q/QFiuK1VeZj4uOhfrtnfCPuBj2/iycxNYppc4o5/\nLxb9JPLWgc+E8MLrYvF1MIr5uDuGVWGVnx7nOuz+3qKGc6oqMJaQioIvDK3GavlZmZn9NOL1iL2v\nzBeRgJ9GTK8X3rO/FsfZ/YifRMxX85vc8a2LUfg6xBzkOxDDB83Xk7mGY5heTCz3OZR5/vOIa+Vu\nszivpH8Y4bVoj0l8PTmnL/lcNGpTopU9QgghhBBCCCGEELMI/dgjhBBCCCGEEEIIMYt4jmk0MkQx\nLqX8dhqa48Ko5SuiZGnRogUh3r07yrZWLI/n3776K0eP9+6M68yaoYspJchoRuOa2HI5X+S1a0e8\nVltLXODV1RXrkSDRufDSfD/apo4o42p7LC7GO7srbtA7d35cBPe978f1/c9fk59/LiReuw7Fa2/p\njXH/gYMhLjs5WtniPbRBDnXxhXHB4dVXXhbiF7wgXxC+eEFcQDgxFtt6aCQuVhyDLK6qDzXlz7K9\nPfahOXPis2lqiosCee3BwXx9YkuK+rz2xtgGwxOxfBRyvvGgWYz9LePmsviuiRTvMTXEuK09v4+z\nz45rLjs6uPBRHBvKuPz2x1yc++YYLn5VjH/+H0J43kt/J8R/+Zr8ePCR+NGqx8Xl5ljLPuyXfXIP\nbu7pCDVa1T8V/Ep++OZPxqJlWPf7Cq5bxbbaH4PU6M1eT/XGWDYHMq5P49JcknxoimOz6luGisV+\nAkvJ7d3u+CqUUTfA5cncn5N7RPtuQ+0J9zfmOmrKNNzW9Vz6vAoxpX7clbnWEmXeAmGTcDlzaP+f\nQCHXvItp4qd57OHQHp6HXPS2fwzhlev/NMRfcadvxPa8zHpMF+xXfiz2QgvR9fEYV0kB0LG6fiY/\n/r2YTu1DBZdaBa3FrVDO3+ziy5bFskchzeQWxdzRnMPUw3H6K4jf24k/vMcdcz90fhH3Fa5VEbOQ\nX1ZBdrGG75yCXLTLPSv2CUrTmC8YF+UbD3MNv5vbYvu82EVZsXLRFHAeVEvezo2xsfn1L96I+AMh\nfNefxzf7y51s+mu4MrtokSTHvS6rrtWKPHc93s3sV15eSRnXpxC/CTElO++rcT4lXrw241rybbYP\n5VC/hBiCPGv+ZRdwroJ8WpiL8N9C/llyWlRLFn6sS/tHSeUq26BIBuqfO3MJJXNFeYxuLnPdMaeZ\n4SYl4xJCCCGEEEIIIYQ4M9CPPUIIIYQQQgghhBCzCP3YI4QQQgghhBBCCDGLeE559iR4vaQqD59c\n6ZZSVNylUlTztbRFFeKqs+LetkuXRH+btRc8/+jxU5t/EMqGBoZDXDJuyR0Vebt2bj96vHfvnlC2\nYk0UAze0tYX4imvjBqZz3Dbvhw58LpRd/vw1IW5tiyLvezZEI41NW6J4ck5b7mt0wblRHXnNlS8I\n8aWXx/YeGYjCzLFyLiaslKKisbN9bojPWhXrvXhx9FdqaXXddiL2gfHxqBEex9brlYn4LKo9e3JF\naEdHVJC3YCt2bmE+UYnXbmnMTxivLA1lB4bi9z7ZuzPEh4ei+DJznj0Z+naWUV0ar22Jv+nCH6ic\nt9GyZdGEoAH+U+KH1Nre2Cxq1YvO5cagvxbDc7AB58O5dr1jz4djGfTkVZ496Cpt3qfnezj3pYgp\nRP6fiDudOPvRqKd/BUXfiL/5pRh/BKefO5AfXw8h9oJbYvwOasBracIppsaW5vZKxC9EXLVfvYPm\nNtxilPpqCrX9s6NHBL+XYnUK0N35a1GPX4PvE+1RNiKuTHFsVn0Lx0vwcaE/kuzDTgLMPTR+eR7i\nt8bwMhgp7fiTo4cXbvpCLONe7GANX0vfcMfMRa9BTOuhv0H8/PzipYdir/x19PcStgb+xL4Y0wPM\nf/VlMNZ5NfwpXk1zhl7EfprEXE0zLe4NzFzkcyq/l7mI5hVFhhQu55aK9lrnOEWOXe7eUTfBv4Ov\nL3oesdx3IVaryM+H55Pg43L9cX74jKXWPMgsdgbmni7E3LMbrjS/sSGEl/167r512f/CR+GlVWVC\nw3lAbtFqw/APbHsZzoVv15X0y3Lj43yY3dyMUzn9+BhipkX/VazWu5hfMUfYinmAf/fG/xo26+KY\nZj7mPXtPRk4KiuZFfBYYyH76VzQtIry0v60Xo4zVvgMxPed8c3M6xpi5ic1bK31fyGExzVyklT1C\nCCGEEEIIIYQQswj92COEEEIIIYQQQggxi9CPPUIIIYQQQgghhBCziOeUZw9JGf1EMndE35KEM+Ot\nN5Ri3NYevXLWXvCio8fnnR/9airwickqUUQ33hDLR8q5cnD/vqj8m8iimq8d9Whri+q+Jx+6/+hx\nQ0NUWpbHo5fQpkd6Q7zx8V0hHo6n274DB48ej45EYWUn6tHWGfW3LYsQe6F3YxSnN5XiPXbMiR4+\nTc3xN8mJSm52MTEWn2sFHj3ZRFRelhrx3Jti3NyaqyubGuI9NDdH05KGFPtYpQxFqCuePzfW45Lz\nYxssnNce4p37gmLc9hzoO3p8oC9+T2UitsE4+l8lxWfVAMVoS3N+n8nis3j4ERgciCmolUqpWy8q\np8KXPhp/mR8u/UAsWjoQ46prx35la52xxi/+G86lwvmCgnq9PT+kCBlfu+E7Mf4rnL4L8T3u+Pr9\nKKTQHRr6KiE3PSY88AOqEoWzfGyKY7NC7XmVRwfbzKfzuSibV/BZ+gF5ou2b/RT8Oy6F18o3Ymjf\ndscPoYy3THk+q8Vqh0fDf4pCVxdTUZRvPEVTQPpqXIjYmeWs/bNYtBaD3pibkG/a/uIAABQsSURB\nVOdu9MYaX8S5vKeCXFR+bX6MTsY++QV49Pw1ypmLQp+nHxi9hLoQX4HYN0F7jTIzM/gBVRlr+MFH\nT54ijx5+N/Oc9ziplafMqj0k2A3cVKgLfh0/h3qxt92D2D+LJ1BWlI6LrC54W4H/W/BhMUktDx+O\naZ7LJ8AYYz65HvDex3EuOyHzGsr/oPfoYZt9Hecyj52HGKYqPbmvIl69VVZC9Ki602rzsDumnxX+\nk8NKmBetaa0Rc87EOdX5iJkT/H/WcqDRo4cDtQMxctMS1/xVvm/sIphzleERVqsanCauRPwoYp9/\n+FpgNTn14/SuppUk3jH/Ps3/RJvWyp6U0ryU0mdSSo+llDaklK5JKS1IKX09pfR4SulrKSVOP4UQ\n4qSiXCSEqAeUi4QQ9YBykRCiFtOVcX3QzL6SZdnzzexSO7JBx7vN7PYsyy6wI0bV7zk1VRRCiKMo\nFwkh6gHlIiFEPaBcJISYksIfe1JKc83s+izLPmpmlmXZeJZlh+3IrnE/3BnuY2b22ikuIYQQJ4xy\nkRCiHlAuEkLUA8pFQogipuPZc46Z7UspfdSO/GJ8r5n9ppkty7Jst5lZlmW7UkpLT101J6FHT5ra\ns8dSVOBNWO3PNqA4yxoQO0EjPFAmUlTYlbMoSpwYi+LJlsZclLhkUVTvDQ1HcfXISBQZ7nxmc4g3\nPrzx6PGjm6Jq86ENUVVYgX5xYCjWu6Ml3nN7ay62bEzQ11bgvgCvobFKbFBvb9PWGMtaW2IbNDTE\nepTH4rMMXkTleK0J3mTGMP6hoRQFpa0d+bPJmqOutxHnponYJqkhlo+W83o3wu9nXnusd2lZXGG7\naF48f3DlgqPHQ8No6/F4Tzv3xz6zbXfUI49nsT+uXp0P3Sc2bwplE4nGATNK/eSiE4KKXMI2p7a9\nlicHr03HCbqmrHLHP4myjYhh5mJ/F8N/yvPP/n+IRX9QUItexLTK8bWs0nQXQb8Kn17osbEEMbXo\n1HzTCsBDETiBpr7qu3xd6PfDNqAunsYk3ueI/hywP1mL7rd2R4xf7zTz9AlgU9+B+F8RU77/Yz74\nKAqL2vP0Uke5qMj7Yrplxyqv5bnB+Hg/S/Mt/w58FcqeRMxc9DcxdP5O9z0Qi/4Un2QuYp+md0NI\nERx3RT5dtco5LvnFzA8cbH7MMy/xJlkvwleQT8j0xeC5ZcS1/NsgLFoF/6Tr8FE6Nb3MHdP/hCnw\nfsTfQswmCbnokygsMvw5vdRRLjqeHICHXfhZwo7X5Y7hm1M1w6CnDwfmJe74LJTdh/juGG76Qoyd\nIeHt+CRczqqg9wuHkm8BvkuZXZcyB9Tqw1wGQg+folzkp51FOZJwIOIxt/m4q/a5TALNSO5zXNIo\nsh5j7uH569xx0WuAvY/+P0yhL3bH34VHD6esUzEdGVejHbGV+4ssy66wI833bqv6z+iqWAghTibK\nRUKIekC5SAhRDygXCSFqMp2VPdvNbFuWZfdOxp+zI4lkd0ppWZZlu1NKy81sz1QXuPXW3z96vH79\neuvuXn8CVRZCnA62PbPftu48WHzi6eOEc9Ett7z/6HF39/XW3X39qayvEOIk0NNn1lNXqUi5SIgz\nkZ4xsx7+0/vMchJyUb4Urrv7WuvuvvZU1lcIcRK438wenOa5hT/2TCaKbSmltVmWbTKzG81sw+T/\n3mJmf2Rmb7bqvTKP8r73/d40qyOEqBdWr1xkK1fkiwS/9wCX0p9eTkYuuuWW956OqgohTiLdc826\nndr3Vmo2TjPKRUKcmXQ3mXU7TcStlMecZk5OLnrn6aiqEOIkcoWZXePiD9c4dzore8zM3mpm/5BS\najKzp8zs5+yIpO3TKaWftyMC6tc/i7oeJ/ToIdkUxxZNY471yTSBGOUTuYfKeCWee7AvCqQ3b44K\nvAO7o1CwvSUXZy9dFGW0DQ1R1/700xtCfNc3o+rz7jtyQfqT2+IMuHNRFER3nRO1p5eui74wh/dF\nheiclrw8m4iqwwnEldGoUmxojNcuNTmRJzxjJiaiGcPoaHxWY5VYPu7OL01EJWJjikrLxqbYxScs\n1quhhM+788dKbaHMsliviXKGYqoinedRKYpcmxrjPTVDpTk+EcWm/cN5PAZB6Fgl1mM5fKBaOqOq\ns21+7BfPO39NXrYo+hS96kfzYf3Bv/2K1QF1kotOJUUePT6mOcN/IMYkblNfjFe6486b8FkIoLd+\nOcY/G8NP3JUffxxXOhvx6xD/NmJqms/1AQXQ9HKhYLoZcS0bKl7rAOJaPhm8Ln11GPO7qIP35+Ox\nVcFr1fLkYD3mIOYGvdC9jznPHjYHY67hpfR/GeJXe58S+il9Mc9TlrZaHTALctGJevj4wTaAsu8h\nRi76ARYa+M6x6txYxsH1fbgcvCWGv/NYfkyfqCsQ/zRi/mfvPYhDH+a4K8of9OXxY68or/FazHNj\nUxybVRs2cMwT5rI5NcpYb/qa1cpFuFapBeX4IYW35We89Ddh8/C5dyG+CPFP+DzID9/mXiqpLpb5\n1EkuKson41McHysmRWYv/oXBc++MYd9vxvg2nO5NAl+EwTMMsz2YgD2Mycz73DF9ougD86OI6QvD\njOrLecdVrcUBwve8H+McaJx/cEzXmgjUMhoyq86JvGnO3/z5nCOwXoxRF18VpkTeEtPatoK4VjVo\nx3YNYvaLm90x59ILHnLBpVPXYVo/9mRZ9pCZXXWMopcd429CCHFKUC4SQtQDykVCiHpAuUgIUYvp\nGDQLIYQQQgghhBBCiOcI05Vx1QlRrlKtzPLaK2yTXehDH8+vPj3/SyOWgi1ZFGUyHW3xB/bKRcMh\nbnYSp5ZSXNNWHo5LoZ96Km6F/cyOuF1hyUnC1q27OJS9+LoXhfjKy+NC1WYsP91w/70h3rY5Xyo/\nOhF1bQOjcWFa41isd1sr1uo15PUcG4vtwYeTsPV6ZQLyqXCM51aifC/Wu7k51qsEGZffmr2E7eQr\n2Na9XIntlypxGWqTk5SNQxfYgHtuwO+ug4PxWnv68njLvth+WVNc+7xiVVwkePa6uCR+/uIFIT53\nTS6PePWPvjJ+9qzzTEyH40mlx5t2ay1v5ppXbp8ec4Kt5Ya0XkjDLUaxbftIlHGV74rFfmRRCnET\nq/V+xLiNVdwf2WsxKGfgLsxcFsylvh6u1SVF24bWkk5wa3VStIWxTzcF8oYqNR/r7dcoc49WLpNG\nnG2P8bfd8afxUS5XvgHxjyNeyh1y3+iOP/hTKPQeN5ebmIoiOcSzPbcIPkxun453yQvYib2uoBNl\nm2M4EjbGtq2PxWL/BmQueiPXOtyCGGPnqt+N8S6vpKeCh/sdM79wn1w/l+S5HMOUQzDf1IK5hdcu\nykWeIqlEkZ7EfzdzZMGW5pRKPOGOKbebi/hHELNfNFMC8Rp3/PvQLNtb3fGxFtScqRTlEz/34Rgv\nouj8Wt+NCcjcS1BMP0o/aYBwpu2hGM95SwjZD71SHuIxe+9K/OGtiPFef8P/jvGX3DFXbnDY7UC+\nWBL/UzK+9jH1qxrjnDMch1Sz6lyO+Vo50izmjKJcw3kR5j6+aqxGgQKM6vYQ01KQsq3LEL8B8YX8\nMp+LPkuJ8wfcMQ0ScrSyRwghhBBCCCGEEGIWoR97hBBCCCGEEEIIIWYR+rFHCCGEEEIIIYQQYhaR\nsqzQzObEviClbHy8bD09d1p3NzdinXmeTb2K2izBJyabgDA5y9WBKYPnzOS25Hfe1WPrX9Jt/QPR\noGLTpodDfHBfLq5cuXpNKFu1OmpN29qieHKoL157w/1xY7/bPveP/ibMzOzpnQfs7BULLaEN2lvi\nNuXt7dE4o7EpF3m2tsVzm+Cj01Cif1Jsz1TyW5o326NPPm0XPe/IvTY1RbFjY2P0R0m4Fp9lxW0p\nP55FDXBlPIpeRwajanNsJApGN2zaYuevPuKJMtQfBfmHB+JnN++M4tJNu+Jeh2ON+X7Jq9acE8ra\nF0V1+lgJ9R6NHj+Vvj5bvjLXJM9xbbJ8TtyA8LwLcp+nN/63X7csg/nQc4iUUpZl/dbT803r7r5+\npqtTxbOr1/Fo5IvOP/a5PT3fsu7u68zsPpT/agz3OX+xxdxE9NcQ0wuKm61jl9ibq7e37dln1r3Y\nqsXW1MEz9luPUx/O/Tepna6lN59MeT0PmHVfbtWmEfQSKhKJ+3RCnx1q07mtKv0/Dpn1PGnW/Twz\newZlG2N48N9i/Lc1Lk0fjFWIWQ1WezCZdfuM4uXofC2/KT9MLzXlolPI6clF7A3F2zL39HzXurtf\nZGbwzWAu2uw6+XkvwblvR8xchA2Od/xCjNe648kx2zNh1t1g1R40NGtgLvL5ht5ix+OjYxZ9vSbP\n7ek16+6y6rzWYbWptQ08y5ibaKzD3LTLrKfPrHuuHdkk3DEIH5E78FFsoB1u4zUo427pCb5ng7CM\n6lhs1lM266YfiVnMS2Zm/81d97/Ohly013p67rbu7mtnujpVPLt6nWgu6pziOD83z5Ffw1fDN8V3\n2huZEN6LuAsxrv3lD4fwbtfpfzhEH7QjnjBMRcsQMxX5dJN4MudJzEVcNuLLJy98dL5WlIt4Ld6I\nf1Q0zuGEoyAXlfcdeTzrrSoVVX30UcRPIF7tjn8aZV2YR5bhn0SLpFVm1mNm3ZOxb5J0Dk5+myv7\nzalz0Wlb2XPnnUzT9UHd1uuu+qzX07sOznQVqnh0Mx1a64MnttGmqz7YtbM+63W66On55kxX4ZjU\nb72+NdNVOCY9+4rPmQl6HpzpGhybns3F55xuek7tvzXVPfU75uu1Xt+d6Sock54iM/YZoqc+p0bW\n01d8zkzQczym17OMnp67Z7oKx6R+61WfObJOpx91O1+7q/iUGeFk/wIgGZcQQgghhBBCCCHELEI/\n9gghhBBCCCGEEELMIk6LZ88p/QIhxGnjua5Nn+k6CCFODspFQoh6QLlICFEPTJWLTvmPPUIIIYQQ\nQgghhBDi9CEZlxBCCCGEEEIIIcQsQj/2CCGEEEIIIYQQQswiTvmPPSmlV6SUNqaUNqWU3nWqv6+g\nLn+bUtqdUvqB+9uClNLXU0qPp5S+llKad5rrdFZK6Y6U0oaU0sMppbfWSb1aUkrfSyk9MFmv99VD\nvVz9GlJK96eUvlQv9Uop9aaUHppss+/XUb3mpZQ+k1J6bLKfXVMP9TrdKBcV1km56NnVT7lo+vVS\nLpqkXvKRctFx1Uu56PjrpFxU5ygX1ayTctGzq59y0fTrdcpz0Sn9sSel1GBmHzKzl5vZxWb2hpTS\nhafyOwv46GRdPO82s9uzLLvAzO4ws/ec5jqNm9nbsyy72Mz+k5n92mQbzWi9siwbNbOXZll2uZld\nZmY/mlK6eqbr5XibmT3q4nqo14SZdWdZdnmWZVfXUb0+aGZfybLs+WZ2qZltrJN6nTaUi6aFctGz\nQ7lo+pzxucis7vKRctE0US56VigX1THKRYUoFz07lIumz6nPRVmWnbL/mdmLzOyrLn63mb3rVH7n\nNOp0tpn9wMUbzWzZ5PFyM9s4w/X7FzN7WT3Vy8zazexeM7uqHuplZmeZ2W1m1m1mX6qX52hmW8xs\nEf42o/Uys7lmtvkYf5/x9jrN7aBcdPz1Uy4qro9y0fTrpFyU33Nd5SPlomdVJ+Wi6dVLuaiO/6dc\ndNz1Uy4qro9y0fTrdFpy0amWca0ys20u3j75t3piaZZlu83MsizbZWZLZ6oiKaUuO/IL7XftyEOe\n0XpNLsN7wMx2mdltWZbdUw/1MrM/NbPfMjO/lVw91Cszs9tSSveklH6hTup1jpntSyl9dHJJ5d+k\nlNrroF6nG+Wi40C5aNooF00f5aKces9HykVT10e56PhQLqpvlIumiXLRtFEumj6nJRfJoLmaGdmL\nPqXUaWafNbO3ZVk2cIx6nPZ6ZVk2kR1ZIniWmV2dUrp4puuVUnqVme3OsuxBM0s1Tp2J53htlmVX\nmNkr7chSz+uPUY/TXa9GM7vCzP5ism6DduRfbma6XqIY5aIffqFy0fGiXCROJspFP/xC5aLjRblI\nnEyUi374hcpFx8sZm4tO9Y89O8xsjYvPmvxbPbE7pbTMzCyltNzM9pzuCqSUGu1IEvlElmVfrJd6\n/ZAsy/rMrMfMXlEH9brWzF6TUnrKzD5lZjeklD5hZrtmur2yLNs5+f977chSz6tt5ttru5lty7Ls\n3sn4c3Ykscx0vU43ykXTQLnouFAuOj6Ui3LqPR/N+DNRLjoulIuOD+WiHOWiApSLjgvlouPjtOSi\nU/1jzz1m9ryU0tkppWYz+89m9qVT/J1FJIu/Nn7JzN4yefxmM/siP3Aa+DszezTLsg+6v81ovVJK\ni9Ok+3dKqc3MbjKzx2a6XlmWvTfLsjVZlp1rR/rTHVmW/ayZfXkm65VSap/85d9SSh1m9iNm9rDN\nfHvtNrNtKaW1k3+60cw2zHS9ZgDloumhXDRNlIuOD+WiQL3lI+WiaaBcdHwoFz0nUC4qRrlomigX\nHR+nLRcVmfqc6P/syC+Nj5vZE2b27lP9fQV1+Ucze8bMRs1sq5n9nJktMLPbJ+v4dTObf5rrdK2Z\nVczsQTN7wMzun2yzhTNcr3WTdXnQzH5gZr89+fcZrRfquN5y86+Zbq9z3DN8+Id9fabrNVmHS+3I\nC/1BM/u8mc2rh3rNQDsoF9Wuk3LRs6+jctH06qZclLdFXeQj5aLjqpdy0fHVRbnoOfA/5aKadVIu\nevZ1VC6aXt1OeS5Kk18khBBCCCGEEEIIIWYBMmgWQgghhBBCCCGEmEXoxx4hhBBCCCGEEEKIWYR+\n7BFCCCGEEEIIIYSYRejHHiGEEEIIIYQQQohZhH7sEUIIIYQQQgghhJhF6MceIYQQQgghhBBCiFmE\nfuwRQgghhBBCCCGEmEXoxx4hhBBCCCGEEEKIWcT/BwG+Vr+UdTHsAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f333fcc6210>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "test = images[i].reshape(dim,dim,3)\n",
    "#test = image.flatten()\n",
    "cm = plt.cm.hot\n",
    "fig, ax = plt.subplots(nrows=1,ncols=4, figsize=(20,8))\n",
    "ax[0].imshow(np.reshape(test, (dim,dim,3)), interpolation='nearest')\n",
    "ax[1].imshow(np.reshape(test, (dim,dim,3))[:,:,0], interpolation='nearest', cmap=cm)\n",
    "ax[2].imshow(np.reshape(test, (dim,dim,3))[:,:,1], interpolation='nearest', cmap=cm)\n",
    "ax[3].imshow(np.reshape(test, (dim,dim,3))[:,:,2], interpolation='nearest', cmap=cm)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "attribute_file = 'list_attr_celeba.txt'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "with open(attribute_file, 'r') as f:\n",
    "    num_examples = f.readline()\n",
    "    headers = f.readline()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['5_o_Clock_Shadow', 'Arched_Eyebrows', 'Attractive', 'Bags_Under_Eyes', 'Bald', 'Bangs', 'Big_Lips', 'Big_Nose', 'Black_Hair', 'Blond_Hair', 'Blurry', 'Brown_Hair', 'Bushy_Eyebrows', 'Chubby', 'Double_Chin', 'Eyeglasses', 'Goatee', 'Gray_Hair', 'Heavy_Makeup', 'High_Cheekbones', 'Male', 'Mouth_Slightly_Open', 'Mustache', 'Narrow_Eyes', 'No_Beard', 'Oval_Face', 'Pale_Skin', 'Pointy_Nose', 'Receding_Hairline', 'Rosy_Cheeks', 'Sideburns', 'Smiling', 'Straight_Hair', 'Wavy_Hair', 'Wearing_Earrings', 'Wearing_Hat', 'Wearing_Lipstick', 'Wearing_Necklace', 'Wearing_Necktie', 'Young']\n"
     ]
    }
   ],
   "source": [
    "headers = headers.split()\n",
    "print headers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "label_input = pd.read_fwf(attribute_file,skiprows=2,\n",
    "                       widths = [10,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3, \n",
    "                                 3,3,3,3,3,3,3,3,3,3,3],\n",
    "                   index_col=0,\n",
    "                   header=None\n",
    "                  )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# the labels for each input\n",
    "labels = label_input.astype(int).as_matrix()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['5_o_Clock_Shadow',\n",
       " 'Arched_Eyebrows',\n",
       " 'Attractive',\n",
       " 'Bags_Under_Eyes',\n",
       " 'Bald',\n",
       " 'Bangs',\n",
       " 'Big_Lips',\n",
       " 'Big_Nose',\n",
       " 'Black_Hair',\n",
       " 'Blond_Hair',\n",
       " 'Blurry',\n",
       " 'Brown_Hair',\n",
       " 'Bushy_Eyebrows',\n",
       " 'Chubby',\n",
       " 'Double_Chin',\n",
       " 'Eyeglasses',\n",
       " 'Goatee',\n",
       " 'Gray_Hair',\n",
       " 'Heavy_Makeup',\n",
       " 'High_Cheekbones',\n",
       " 'Male',\n",
       " 'Mouth_Slightly_Open',\n",
       " 'Mustache',\n",
       " 'Narrow_Eyes',\n",
       " 'No_Beard',\n",
       " 'Oval_Face',\n",
       " 'Pale_Skin',\n",
       " 'Pointy_Nose',\n",
       " 'Receding_Hairline',\n",
       " 'Rosy_Cheeks',\n",
       " 'Sideburns',\n",
       " 'Smiling',\n",
       " 'Straight_Hair',\n",
       " 'Wavy_Hair',\n",
       " 'Wearing_Earrings',\n",
       " 'Wearing_Hat',\n",
       " 'Wearing_Lipstick',\n",
       " 'Wearing_Necklace',\n",
       " 'Wearing_Necktie',\n",
       " 'Young']"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "headers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "with h5py.File(''.join(['datasets/faces_dataset_new.h5']), 'w') as f:\n",
    "    dset_face = f.create_dataset(\"images\", data = images)\n",
    "    dset_headers = f.create_dataset('headers', data = headers)\n",
    "    dset_label_input = f.create_dataset('label_input', data = label_input)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# now reading the dataset is simple...\n",
    "with h5py.File(''.join(['datasets/faces_dataset_new.h5']), 'r') as hf:\n",
    "    faces = hf['images'].value\n",
    "    headers = hf['headers'].value\n",
    "    labels = hf['label_input'].value"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "### Lets take a look at some bald people"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "bald_people = faces[labels[:,4]==1][0:4]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f32e404c6d0>"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABHsAAAESCAYAAABtktnbAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f3347f52650>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(nrows=1,ncols=4, figsize=(20,8))\n",
    "ax[0].imshow(np.reshape(bald_people[0], (dim,dim,3)), interpolation='nearest')\n",
    "ax[1].imshow(np.reshape(bald_people[1], (dim,dim,3)), interpolation='nearest', cmap=cm)\n",
    "ax[2].imshow(np.reshape(bald_people[2], (dim,dim,3)), interpolation='nearest', cmap=cm)\n",
    "ax[3].imshow(np.reshape(bald_people[3], (dim,dim,3)), interpolation='nearest', cmap=cm)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.11"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
